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Google recently announced its partnership with Accenture, Deloitte, and McKinsey—backed by a $750 million fund—to speed up enterprise adoption of its tech stack. I believe that rather than accelerating the successful adoption of AI, this partnership will kneecap it—and break down trust in the wider consultancy industry in the process. Why? Because the success of both of these things is premised on trust. Enterprises, having come through a rough period of hype-driven spending on artificial intelligence, are now looking for AI investments they can trust to deliver results. In that search, they’re turning to their trusted consulting partners to support them through the digital transformation. Yet through this commercial partnership, these big-ticket consultancies have tied their bottom lines directly to how much AI they can sell—putting this into direct conflict with their commitment to deliver results to their clients above all else. If Google’s sales goals and the needs of the enterprise clients diverge—which, as we will get on to, is likely to occur—then the consultants will have to pick a side. I don’t want to be too pessimistic about my own industry, but the cash-flush AI lab seems likely to win at least some of those tussles. Uncertainty and vulnerability But, is it all bad? Surely closer ties will facilitate more seamless rollouts, support faster execution, and offer discounts? There are certainly benefits. It’s also not uncommon for consultancies to have partners (my consultancy counts Xerox as a client and has clearance to sell Xerox solutions to other clients). The difference is that AI is developing at hyper speed. That creates uncertainty in humans and vulnerabilities in technology. Objective, balanced counsel is more important than ever under these circumstances. First, the “best” technology is constantly changing. Over the past three years, ChatGPT, Gemini, and Claude have each, at various times, pulled ahead of the others in terms of capability. Another DeepSeek-style challenger could come out of left field and displace them all tomorrow. An objective AI consultant should be promoting model flexibility for long-term resilience from shocks, including in prices. I fear Google’s new $750 million partnership—and, for what it’s worth, OpenAI’s very similar Frontier Alliance, announced in February—is selling dependence, which could very quickly lead to frustration with the technology and its new salespeople. Second, even the most technologically smart enterprise clients can’t, and may never, deeply understand AI; even its architects don’t really know how it works. These clients are in the dark—and are turning to consultancies to help them review their options, strategize implementation, and then execute it with guardrails. The consulting industry should be playing the cool, calm, and collected mediator role—cutting through the sales speak of Big AI and the pressure on and within enterprises to innovate with AI. If, instead, we’re further contributing to the furor or pushing our own agenda or that of a partner, then our clients may begin cutting us out of the loop. Third, enterprises are careful beasts. They have reputations to defend and many stakeholders to safeguard. Security and compliance are, rightly, high on their agenda. AI’s impact on these isn’t yet fully understood, but we know it to be massive. A risky play If consultancies are incentivized to sell AI and sell it fast, it seems likely to me that speed of adoption will increasingly The President security and compliance in consultants’ decisions and advice. That’s a very risky play, quite literally. Finally, because there has been such a rush to deploy AI quickly—fueled in part by large consultancies’ scaremongering—a lot of resources have already been spent on AI. Much of this poured down the drain, with little to show for it. Enterprises’ boards have had enough, and now need to see results. If, then, the consulting partners clients have trusted to deliver those results start sounding like AI salespeople, and seem to be neglecting long-term resilience—which comes with model flexibility, security, and compliance—or taking advantage of a lack of understanding of AI to upsell, then clients’ trust in these supposed paragons of objectivity, and the technology they sell, will nosedive. A July 2025 MIT report found that 95% of enterprise gen AI initiatives were delivering zero measurable return. This jolted the enterprise landscape and contributed to an AI-stock selloff. Consultants and AI labs should take note. Enterprise AI clients pay attention to results, and they need to see returns on their investments. If we now see AI rushed through by consultancies partnered with AI labs, then yet more dreary figures will emerge about unsuccessful AI initiatives. This will dampen appetite for AI and come full circle for both the consultancies and the labs—putting clients off them both in equal measure. View the full article

In 2011, a study of Israeli judges found that in the early sessions of the day, prisoners had roughly a 65% chance of parole. By the end of each session, that probability had fallen to nearly zero. After a break, it returned to 65%. The judges didn’t vary. The cases didn’t get harder. The types of prisoners didn’t change. What changed was the judges’ cognitive resources. I’ve thought about that study many times, working with leaders. Not because they’re making parole decisions, but because the underlying dynamic is the same. When cognitive load climbs beyond a certain threshold, the quality of thinking degrades in ways we can’t detect from the inside. The brain doesn’t send a notification. What it sends instead is a set of signals, many of which look like the opposite of the problem. Five stand out. You feel sharp One of the paradoxes of high cognitive load is that it produces a sense of focus. When the brain is overwhelmed, it narrows attention, conserving resources by shutting down peripheral processing. You are concentrating. You feel sharp. What you’ve lost is your awareness of everything outside this tunnel: the team’s emotional state, the signal buried in an email chain, the strategic risk sitting just adjacent to the immediate problem. I encounter this regularly with leaders under sustained pressure. They often describe feeling in the zone at precisely the moment their breadth of thinking has contracted most severely. Focus that comes with a loss of peripheral awareness isn’t a cognitive strength. It’s a cognitive symptom. Your confidence is up Here is the deeper paradox: the more cognitively overloaded a leader becomes, the more confident they tend to feel. Under high cognitive load, the brain falls back increasingly on what is often called System 1 thinking — fast, intuitive, pattern-based processing. The supervisory function that questions, second-guesses and looks for counterevidence — System 2 — is the first thing to go. The internal voice that says, “Are you sure about this?” goes quiet. Leaders interpret the silence as certainty. And research has repeatedly shown that individuals under cognitive load express higher confidence in their judgments precisely when their decision quality has degraded most. If you’ve been working at full throttle for several weeks and find you have unusually few doubts, that’s not necessarily clarity. It’s probably just that your self-monitoring has gone offline. You become more decisive Another consistent finding is that people under high load become significantly more likely to act quickly on new information — in studies, about 22% more likely. This matters because decisiveness is something leaders are encouraged to display. The executive who cuts through, doesn’t dither, and makes the call is celebrated by organizations. And sometimes their judgment really is good. But under cognitive load, the same behavior has a different cause. System 1 is operating without oversight from System 2. The decision may be fast and feel confident, but it’s quicker because it hasn’t been examined. So, if your decisions are all landing in the same direction of favoring speed over scrutiny, always pulling toward the familiar over the novel, then that pattern is worth interrogating. People start to irritate you more This one is less obvious. Research has found that high cognitive load reduces both behavioral and neural empathic responses. An overloaded brain is simply less able to read other people’s emotional states. This isn’t a character shift. It’s a resource allocation problem. The same neural processing capacity that handles complex reasoning also handles social inference, and when you’re cognitively overloaded, the brain economizes. Leaders in this state typically don’t notice the shift in their social processing. What they notice is that colleagues seem to be underperforming, or that meetings feel fractious, or that people appear harder to manage than usual. The irritation of frustration is then a secondary symptom. Because when you can’t readily interpret others’ reactions, their behavior becomes harder to anticipate, which makes it feel more difficult. You’re making dumb mistakes Finally, the most obvious and concrete signal. Under sustained cognitive load, working memory errors multiply; not in complex, novel tasks, but in familiar ones. Things like missing emails you’d normally catch, writing responses with simple errors, and walking into meetings without documents you’ve specifically prepared. Such out-of-character lapses are working memory failures – the brain carrying too many processes simultaneously, so routine execution is the first thing that drops. Most leaders attribute these to tiredness. They’re right that tiredness is involved. But the errors are often diagnostic of something deeper, like a memory system running over capacity, not just running slow. What you can do about it Most of the standard advice, rest more and take breaks, isn’t wrong, but it operates at the wrong level. Because it treats cognitive load as something to recover from rather than something to prevent. Take these two techniques. The first is what psychologists call implementation intentions: if-then rules set in advance about how you’ll make decisions under specific conditions. “If I’ve had fewer than four hours’ sleep, I’ll get a check on any high-stakes decisions.” The point isn’t the specific rule. It’s the pre-commitment, because when System 2 is depleted, you can’t rely on it to notice the depletion. So, you need a solution that engages in its absence. The second is chronotype alignment: wherever possible, scheduling your highest-load cognitive work at your neurologically optimal time, not when the calendar happens to be free. It’s not always possible, of course, but some redistribution may be. For most morning types, that’s two to four hours after waking. After that point, the windows for genuinely high-quality strategic thinking are limited, and decisions made in them carry the implicit costs documented in the parole study. Prevention, then, is better than cure. Not least because, after the fact, we may not believe we did anything wrong. Remember those Israeli judges? When told about the research findings, the judges didn’t believe them and disputed them. They were so confident their decisions had been consistent and fair throughout the day that it was easier for them to believe the data was wrong than that they were. Their confidence in their own judgment was, like all of ours, entirely unrelated to its actual reliability. View the full article

Every institution was once a design decision. Pierre de Coubertin didn’t stumble into the creation of the modern Olympic Games, he painstakingly designed them around a clear civic purpose: that sports could model fair play, international respect, and the ethics of effort over victory. Within two years of proposing a reestablishment of the ancient games, he convened leaders from around the world to codesign the International Olympic Committee; that first Olympic Congress led to the first modern games in Athens in 1896. Eight years after that, FIFA’s founding charter echoed the same ambition in service of administering the global game of soccer toward “friendly relations.” Today, both institutions have drifted so far from those origins that the contrast is almost darkly comic: De Coubertin worked without pay for decades; his spiritual successors at FIFA were convicted of accepting $150 million in bribes. Yet the underlying idea—that the power of sports to transcend political and cultural divisions gives them a unique social responsibility—has never been more relevant or more needed. The world’s largest shared cultural event, the FIFA World Cup, is anticipated to draw 5 billion viewers this summer. It comes to the United States (as cohost alongside Mexico and Canada) at a time when capacity for shared civic experience is at a historic low. That is either a tragedy or an opportunity. Where we go from here depends, as design decisions always do, on intentionality. On whether people with influence over sports choose to ask, seriously, what are sports actually for? A vision dedicated to humanity De Coubertin was not naive. He delivered his first public lecture on athletic chivalry in 1892, to an unsuspecting audience of French officials and academics, in full awareness that he was fighting against both the commercialism of the age and fractious national politics. It was a time of wars, political violence, and the technology-induced economic uncertainty of the Industrial Revolution. His core insight—borrowed from classical antiquity, British public schools, and the ceremonial sporting traditions of Native American tribes, who used lacrosse to settle disputes and honor shared beliefs—was that competitive sports create moral architecture. That when people play by the same rules, concede defeat with dignity, and respect excellence in an opponent, they are practicing something rarer and more valuable than entertainment. They are practicing civilization. He spent the next four decades building that vision without a salary or institutional backing, funding the early Olympics from his own inheritance until it ran out, and then from donations. When he died in 1937, his heart was buried separately at Olympia, Greece, at his request. It is hard to imagine a more literal expression of a life dedicated to an idea—though it was left to others in more enlightened times to expand his vision beyond his own prejudicial views on race and gender. FIFA’s founders understood the same thing. When they formed the federation in Paris in 1904, they were explicitly building infrastructure for international respect: a curated space where nations would compete and, in competing, learn to coexist. The World Cup, launched in 1930, was a physical expression of that: countries that could not agree on much else agreeing to show up and play by the same rules. What happened next is well documented: The institutions designed to model civic virtue became, over decades, vehicles for the concentration of private wealth and geopolitical power. FIFA’s Zurich headquarters became synonymous with corruption, culminating in the 2015 Department of Justice indictments. The most recent World Cup host selections have been defined more by lobbying, sovereign wealth, and geopolitics than by any coherent vision for the game’s civic code. The IOC has navigated its own version of the same drift. Scandal may be more associated with these organizations than civility. The founders would find the current state of their institutions not just disappointing, but structurally the opposite of what they designed. The 2026 tournament, with its eye-watering ticket prices and geopolitical posturing, is the latest chapter of that drift. The last shared space And yet 5 billion people will watch the World Cup this summer. That number demands to be taken seriously, as a responsibility and opportunity. While religion plays a smaller role in modern life and town squares have been replaced by algorithmic feeds, the U.S. surgeon general called loneliness a public health crisis in 2023. Gallup’s global employee engagement data shows most people feel disconnected from their work, their colleagues, and their communities. In this landscape of fragmentation, sports—specifically global sport at its largest scale—may be the strongest magnet we have to coalesce people around a shared experience that is genuinely emotional and cross-cultural. When Brazil’s Rebeca Andrade won gold in the gymnastics floor competition at the Paris Olympics, Americans Simone Biles and Jordan Chiles—who had just competed against her—spontaneously bowed to her in a gesture of deep respect and admiration. In front of a global audience, elite athletes discarded competitive or national animosity and instead modeled a refreshing generosity of spirit. This expression of moral beauty was celebrated around the world, and became one of the highlights of the Games. As an Olympics moment true to de Coubertin’s ideals of mutual respect and civility, it follows a legacy of athletes challenging popular prejudices, as Jesse Owens, John Carlos, Tommie Smith, and Cathy Freeman all did in prior Olympics. These moments demonstrate what’s possible. The question is whether we will protect the conditions that make them possible, or whether we will continue to strip them away in the pursuit of political gain, maximizing revenue, gambling integration, and the next broadcast rights deal. The stakes couldn’t be higher as the 2026 World Cup arrives in the U.S., a nation whose civic fabric is under extraordinary strain. Institutions are distrusted, and common ground is scarce. Consider that 8 in 10 people in the U.S. say they can’t agree on basic facts with the opposing political party. Almost every shared cultural space, from news media to social platforms, seems designed to drive us further apart in pursuit of “engagement.” The appetite for real, joyful shared experience is enormous and largely unmet. Whether sports step into their full potential or slide into commercial transactionalism is not predetermined by fate, but a product of design choices. The redesigners are already at work The good news is that the counter-design is already underway, in places where leaders chose long-term purpose optimization over short-term commercial optimization. After moving with his family to Oakland, California, one of the coauthors of this piece, Mike Geddes, experienced how a fiercely proud community was torn apart by the loss of every single one of its professional sports teams, who each abandoned the city for richer pastures over the course of a decade. In response, he cofounded Oakland Roots & Soul. Designed from the ground up to be the first purpose-driven professional soccer club in America, it raised nearly $4 million by offering fans equity in the team—the most successful community investment round in American sports history. The team now occupies the Oakland Coliseum, an iconic community anchor that would otherwise have sat empty. Having demonstrated that a community will embrace a sports team built around values, the urgency now is for the broader sports industry to redefine success, from profit extraction to long-term community and organization vitality. Other organizations are doing the same: Parkrun gathers more than 10 million people weekly in 2,500 communities across 23 countries: free, inclusive, and built entirely around participation. Unrivaled, the professional women’s basketball league cofounded by Olympians Napheesa Collier and Breanna Stewart, opened with the highest average salaries in women’s professional basketball history and full equity ownership for every player in the league. Savannah Bananas have taken baseball by storm, redesigning the game-day experience around a “fans first” philosophy to make it more affordable and appealing to families. In doing so, they have become a revenue and marketing sensation valued at more than $500 million. These are not charities. They demonstrate that a different architecture produces different outcomes, for fans, communities, and for the business itself. Simone Biles, who has defined herself as much by moral courage as athletic brilliance, was named the world’s most marketable athlete as recently as 2024. It turns out the civic instinct and the commercial instinct are more aligned than the current structure of global sports would suggest. A narrow window—and a clear purpose In a survey of 1,000 CEOs, 7 in 10 said they understood purpose as a strategic driver of business success. Sports leaders have been slower to catch up, but the logic is identical: The enduring, world-spanning power of sports owes everything to their encapsulation of humanity’s highest aspirations. Strip those out and you are left with an entertainment product competing in an extremely crowded market, with no particular reason for the emotional hold it currently has over billions of people. De Coubertin’s great insight was not sentimental. From an era of deep instability, distrust, and violence, he saw the potential to design sport as a space where shared humanity is practiced, with joy and celebration. Once again, that is one of the scarcest and most valuable things in the world. This summer will be a mirror held up to our culture, but it need not be the blueprint for what comes next. What we do with that reflection will depend on the choices made now, by sponsors, broadcasters, city governments, leagues, and the millions of us who decide what we show up for. Indeed, any future vision of boundless extraction based on how the planet’s people, economy, and environment have operated for the last 100 years will not survive the changes to come. The future of sports is not preordained. They will be defined by what we design—or by what we leave to chance. View the full article

Imagine walking into your elementary school library and finding it transformed overnight into a forest at dusk. Mossy green canopies arch over the bookshelves. Glowing mushrooms create a path between display cases. Twinkle lights flicker through the leaves like fireflies. This is the Everglow Forest, one of the recent book fair themes produced by Literati, a startup that currently runs about 4,000 book fairs a year. At some schools, librarians and PTA volunteers build it out into something approaching an art installation, creating a hand-crafted world that children want to wander through for hours. Wikipedia For a seven-year-old, clutching a crumpled twenty-dollar bill, the message is that books are magical and worth celebrating. “I view kid’s books as an art form,” says Jessica Ewing, Literati’s founder and CEO. “I want to make sure that we’re giving these books the treatment they deserve.” Ewing left a job at Google to launch Literati a decade ago. While hundreds of thousands of children’s books are published every year, Ewing realized many parents struggled to find high-quality books tailored to their child’s interests. Literati uses data to pair a child with the right books. It first applied this approach to subscription boxes, but three years ago, it expanded into book fairs, quickly becoming the biggest competitor to the Scholastic Book Fair. Last month, Literati was acquired for an undisclosed amount by Trustbridge, a private equity firm that owns many children’s book publishers, including Candlewick and Holiday House. With this infusion of capital, Ewing wants to grow the book fairs by expanding from the Midwest and South, into the Northeast and the Pacific Northwest. “The book fair is an experience that 33 million kids get every year,” says Ewing. “It’s such a cultural institution that no one had really taken an interest in changing it, so there hasn’t been meaningful competition in decades.” Ewing is betting that the kids—and their librarians—are ready for something different. And after a decade of building toward this moment, she finally has the resources to deliver it. Stitch Fix for Storybooks To understand how Literati ended up here—going toe-to-toe with the Goliath that has dominated the school book fair since most of us were in elementary school ourselves—you have to go back a decade. Ewing has always believed that pairing a child with a book they love could be a transformative experience, spurring a lifelong love of reading. From her career in tech, she had a sense that algorithms could help with this process. After all, we live in an age when Netflix, Spotify, and Stitch Fix use technology to help consumers find the next movie, song, or outfit they will love. Her original vision was to create a curated monthly subscription box, personalized to the child’s age, reading level, and tastes. She brought on a head of data science from Stitch Fix, and raised more than $100 million in venture capital. “We built a tremendous amount of tech and data science to be able to personalize the box to every child,” Ewing says. “We were building tech to make a very analog experience more magical.” But as the subscription business was growing, Ewing realized it was possible to bring Literati’s expertise to book fairs, which haven’t changed much over the years. Rebuilding the Book Fair From the Shelf Up As she gathered intel about Scholastic Book Fairs, she discovered that many librarians and volunteers found it laborious to set up the tables and books. (Scholastic has not responded to our request for comment.) Schools often didn’t raise much money from the event. And more importantly, Ewing found that the quality of products on sale wasn’t as good as it could be. There were lots of best-selling books, featuring popular characters and series, like the Dog Man, the Diary of a Wimpy Kid, Captain Underpants, and the Babysitters Club. Literati has these books too, but Ewing felt that there were many other great books coming out of children’s publishing that weren’t making it onto the tables. And interspersed among the books were many plastic toys and keychains. “I remember thinking this is a big opportunity,” Ewing recalls. “The book fair, to me, should be a work of art. This is the first—or maybe the only—bookstore experience many kids will ever have. It should be about book discovery, not toys and trinkets. And it should be beautiful.” In 2022, Ewing spotted her opening. Follett Book Fairs, which had launched five years earlier, was shuttering under the weight of pandemic losses. Literati swooped in, buying Follett’s entire book fair operation—the infrastructure, the inventory, the distribution centers, and the thousands of school relationships it had built. Overnight, the fairs were rebranded as Literati Book Fairs. Ewing set out to build the most elevated book fair experience possible. To take the pain out of setup, Literati designed roll-out cases that arrive prestocked with books—the whole fair unfolds in 45 minutes flat, sparing librarians and PTA volunteers the hours of unboxing and shelving that the job has traditionally demanded. Literati creates a seasonal theme for each book fair, which the company incorporates into its bookcases and signage, and schools can choose to add to with their own decorations. Recent ones have included Under the Sea, Everglow Forest, and Story Arcade. Ewing has been delighted—and a little astonished—by how far some schools run with it, treating the theme less as decor and more as a license to build. At the Texas Library Association’s recent annual gathering, Literati threw an Oscars-style awards ceremony for book fair coordinators, handing out trophies to the librarians and PTA parents who had built immersive installations on shoestring budgets. But the real star is the books themselves. Literati sells real trade editions—the same ones you’d find at your local indie bookstore—not the cheaper paper reprints that have long been a book fair staple. And every fair is curated. Literati’s software scans millions of titles, surfacing thousands that might work in a given school. From there, a human team hand picks the assortment that ships out, tailoring the selection to the community. There are many considerations shaping the books that are chosen, but the goal is for the stories to resonate with the life experiences and preferences of the students. Communities with students of South Asian heritage may see more books with South Asian protagonists, for instance, and more urban students might find more books in urban settings. Literati also offers books at a wide variety of price points, and makes sure the book selection maximizes students’ budgets. And after Literati has had a fair in a school, it will use sales data to parse what kinds of book did well there previously. “The book fair that would work for the Upper West Side is not the book fair that works for a Title 1 school in Texas,” Ewing says. “Those are two totally different experiences in terms of what both parents and kids want.” One thing you won’t find at a Literati fair: plastic tchotchkes. No pencil toppers, no slime kits, no erasers shaped like hamburgers. Ewing wants the books to do the work. The Economics of a Book Fair Literati has also rebuilt the economics of the book fair. Like other book fairs, Literati doesn’t charge to host an event and gives schools a portion of sales in cash or credit to use on the Literati website. Companies’ margins for book fairs tend to be quite low, and the business model only works at a large scale. This is why Scholastic has maintained its dominance for so long. But Literati’s innovation has been to layer online tools onto the in-person event—teacher and librarian wishlists, plus a direct-donation system—that let the broader community chip in toward a school’s library while the fair is running. As a result, schools using the new tools are pulling in roughly five times what they made before. One school that historically netted $2,000 from its fair recently brought in $13,000, thanks to additional donations from parents and the community. Ewing is especially proud that a large share of Literati’s clients are Title 1 schools, where high concentrations of students come from low-income families and where the library’s annual budget is often funded almost entirely by whatever the book fair brings in. Some librarians have asked why Literati doesn’t sell plastic toys—the junk, after all, drives revenue that can be funneled back into books. Ewing’s answer has been to keep building better fundraising tools, so schools can hit their numbers selling only what they’re proud of. “I don’t think schools should have to choose between raising money and raising readers,” she says. The strategy is working. The company has drawn partners like Steph Curry’s Eat. Learn. Play. foundation, which this year is funding a Literati fair at every school in the Oakland Unified district. Literati is approaching profitability. And in a category where competitors keep folding—Follett, plus the beloved Southeast regional player Bedford Falls—it has carved out a credible alternative to Scholastic. Decades, Not Quarters Now, Literati is ready to go bigger, and Ewing thinks Trustbridge is exactly the partner to get her there. The Hong Kong-based firm already owns a portfolio of acclaimed children’s publishers, including Candlewick and Holiday House, with winners of the Newbery and Caldecott medals on their shelves. “They have this thesis around children’s books,” she says. “They believe in the enduring value of quality over time, which is interesting from an investor perspective. They think in decades, not fund cycles or years.” Trustbridge took on Literati’s debt, refinanced the business, and made clear it was investing for value creation, not value capture. Literati, Ewing is quick to add, will stay an open platform—no favoritism for the Trustbridge publishing houses, no closed door to anyone else. The contrarian nature of the bet isn’t lost on her. “Book fairs is not where the hot money is flowing,” she says with a laugh. “It takes a long-term thinker and a big-picture thinker to get past the CapEx and think about what this can become.” Her own answer is starting to take shape: a year-round literacy partnership with schools that reaches well beyond the once-a-semester event, powered by personalization tech, data science, and fundraising tools that actually move the needle. For Ewing, the deal isn’t an exit. It’s an accelerant. “I’m not cashing out,” she says. “I’m doubling down.” View the full article

Your four-year-old needs a bike. The cheap ones from a big box store will work, sure—but they’ll be heavy, clunky, and harder for them to learn on. The premium Woom bike weighs half as much—but it costs $400. You want the best for your kid, but do you want to drop that much for something they’ll use for a few months? With a bit of internet sleuthing, you might come across an alternative. There’s a 50,000-person Facebook group devoted entirely to buying, selling, and trading used Woom bikes across the United States. And the brand noticed this group bubbling up. But Facebook Marketplace has limitations—transactions aren’t always secure, and buyers can’t easily search for specific models in their area. So the company has just launched its own resale platform on its website (it’s currently building up inventory). “Now you have a trusted way to feel comfortable,” says Lindsey Markus-Yosha, Woom’s head of marketing. “This is a way to have it backed by the brand and really showcase that long-term value of our bikes.” Woom is part of a broader trend. Over the last few years, parents have realized that they don’t need to choose between cheap, low-quality products and pricey, high-end products for their kids. Instead, 60% of American parents are now buying secondhand goods. The kids and baby resale market is projected to hit $12.8 billion by 2030, up from $7 billion in 2021. Now, premium brands like Woom want a piece of the action. It would be too costly and labor intensive to build a secondhand program themselves, so they’re partnering with Archive, a company with expertise in helping brands get resale up and running quickly. Archive has been focused on the children’s market, launching secondhand sites for the toy brand Lovevery and the clothing label Hanna Andersson. With each brand, the ultimate goal is to make resale a revenue driver. In the past, many brands saw secondhand as a threat to their business. Today, there’s a growing sense that it’s a gold mine to be claimed. The Infrastructure Problem Ryan Rowe started Archive in 2020 with cofounder Emily Blumenthal with the goal of creating a better system. Many eco-friendly brands wanted to launch their own secondhand programs, but it was prohibitively expensive to build the resale websites and infrastructure needed. “Only the biggest brands who had some very specific sustainability mission around it were able to enter the resale space,” Rowe explains, referring to labels like Patagonia and Eileen Fisher. “For everybody else, it was a very cost-intensive thing to do.” Archive’s business model was simple: make resale accessible to more brands by driving down costs through scale and offering flexibility. Their first customer was M.M.LaFleur, a women’s workwear brand. But the kids’ category quickly became a sweet spot. Children outgrow everything, parents hate waste, and quality products hold value even after multiple kids have used them. The company now offers three distinct models. For Woom, it’s peer to peer: Parents list their used bikes, other parents buy them locally, and the brand facilitates the transaction. Bikes are bulky and expensive to ship, but parents are willing to drive 20 minutes to save $200 on a premium product. For other brands, Archive handles logistics. They collect returned inventory, inspect it, photograph it, and manage the entire resale storefront. “Our goal is to make it happen at scale,” Rowe says. When Archive processes resale for dozens of brands at once, the pretransaction cost drops dramatically. They’ve built the infrastructure—warehouses, inspection protocols, pricing algorithms, customer service systems—that would cost a single brand millions to develop alone. But what makes Archive’s approach truly scalable is that profitability isn’t an afterthought. For years, brand resale existed primarily as a sustainability initiative—companies would launch programs knowing they’d lose money. But sustainability programs that don’t generate revenue get cut when budgets tighten, making it harder for resale to scale. “This is our reason for being at Archive—to displace fast fashion,” Rowe says. “If you spend $50 on a used item that cost $120 new versus a brand new item that cost $50, you can experience the difference in quality and you’re won over.” Making Money on Hand Me Downs For children’s clothing brands, the resale math gets tricky fast. Hanna Andersson had been talking about resale for over a decade. Kara Carter, the company’s head of product, had been seeing customers passing down pieces through siblings or selling them at local consignment shops. The brand’s durability and “room to grow” sizing meant items held up beautifully through multiple kids. But when it came to launching their own program, the numbers were brutal. A Hanna Andersson dress retails for $40 to $50. After a kid wears it, it might resell for $15 to $20. It’s impossible to build a profitable business around collecting, inspecting, cleaning, photographing, storing, shipping, and providing customer service for that $15 transaction. “If you’re reselling like a $200 coat, there’s enough dollars in there to still make money if you’re selling it half-off secondhand,” Carter explains. “But for us, it’s harder to make it make sense.” When Hanna Andersson’s team came across Archive’s peer-to-peer program, it was a breakthrough. By stepping out of the middleman role, Hanna Andersson could offer resale without drowning in overhead. The program, called Hanna-Me-Down, lets sellers post clothes on Hanna Andersson’s website; when someone buys, they send the product directly to the buyer. Sellers get 70% of the sale price in cash, or 100% in gift card credit toward new purchases. Over 80% choose the gift card. And those customers spend two to three times as much as the credit value at the core brand. The resale program has generated more revenue on Hanna Andersson’s main website and brought in new customers. Baby customers especially use Hanna-Me-Down as a test drive to see if the quality lives up to the reputation before committing to full retail prices. Finding Hidden Customers For Lovevery, the financial equation works differently but the principle is the same: Resale has to make business sense, not just environmental sense. Lovevery makes premium educational play kits designed around specific developmental stages, with price points ranging from $80 to $200. Cofounder Roderick Morris and his team always knew their products were durable, but didn’t realize just how much secondhand circulation was already happening without them. Lovevery had around 600,000 paying customers but over 5 million social media followers. Morris wanted to understand this massive gap, so the company toured homes of people who followed Lovevery on social media but had never bought anything directly. “Pretty much all these homes we visited had secondhand Lovevery products in them, purchased from Facebook Marketplace or consignment shops, that were very well loved and well used,” Morris recalls. This was a big miss because these parents didn’t have access to the emails that show parents how to use toys at different developmental stages, nor could they learn about complementary Lovevery products. Since Lovevery’s pre-loved marketplace launched in 2024, it has generated upwards of 54,000 visits. Over 10 months, sellers listed 21,000 units, with around 1,600 selling monthly. Most importantly, 58% of visitors to the resale site were new to Lovevery’s customer database. Customer acquisition costs in e-commerce can run $50 to $200 per customer depending on the category. Resale brings people in at a fraction of that cost. Woom Joins the Party For Woom, the newly launched resale program is a bet on replicating what other children’s brands have already done. Like Hanna Andersson, Woom is offering sellers the choice between cash or higher-value credit toward their next purchase—betting that most will choose credit and then spend even more. Like Lovevery, they’re hoping to convert the massive audience already using their products secondhand into direct customers who stay in their ecosystem as kids grow. “It aligns with our brand values of supporting sustainability and driving that long-term customer loyalty,” says Markus-Yosha, the marketing head. And yes, she confirms, “it’s certainly a revenue driver as well.” For years, brands worried that resale would cannibalize new sales. The data from Archive’s kids’ programs suggests the opposite: When done right, secondhand becomes a customer acquisition channel and a loyalty driver. Parents who start with a used bike might come back for a new one when their second child is ready. “There is a day that will come where people can land on a brand’s website and hunt for where’s the resale link,” predicts Rowe at Archive. For children’s products, where quality matters but lifespans are short, that day might not be far off. View the full article

Google built UCP for Shopping. The architecture underneath it is a blueprint every website will eventually need to implement, regardless of whether you sell anything. The post What Google’s UCP Tells Us About Agent-Ready Websites appeared first on Search Engine Journal. View the full article

In this post, I’ll cover what content engineering actually is, its core components, whose responsibility it is, and how you can become a fully-fledged Content Engineer. Content engineering is the practice of building the systems that create content, rather than…Read more ›View the full article

It’s just a completely new way of working, also for SEOs. Instead of building every step of an SEO workflow yourself—like the setups you see all over n8n or Zapier—you simply describe the outcome you want. The agent takes it…Read more ›View the full article

Fifteen years ago, tech investor Marc Andreessen published his famous essay, “Why Software Is Eating the World.” He predicted at the time that technology companies were tremendously undervalued, and that low startup costs and almost infinite scalability would lead software-based companies to dominate every industry. You can see what he means. Today, the “Mag 7” stocks dominate the S&P 500 with market capitalizations in the trillions. Even startups like Anthropic and OpenAI are valued at hundreds of billions of dollars. Meanwhile, massive investment in data centers is reshaping industries from construction to energy. But not so fast. While recent advances in machine learning have been exciting, it’s still unclear how much real value is being created. The truth is that we still live our lives largely in the realm of atoms and that isn’t changing. That’s why software is unlikely to ever eat the world, and why many of the most exciting technologies of the future will be rooted in physical space. The economy is not digital In his essay, Andreessen wrote, “Today, the world’s largest bookseller, Amazon, is a software company—its core capability is its amazing software engine for selling virtually everything online, no retail stores necessary.” Well, not really. While software remains a core part of Amazon’s business, today the company is firmly ensconced in the physical world, with not only retail stores but also hundreds of warehouses and a massive fleet of trucks. It’s not just Amazon. Most of our economic lives are rooted in atoms, not bits. A quick examination of your monthly bills will likely show that most of your spending goes to things like housing, transportation, energy, food and, depending on your age, health care. That dwarfs what most people spend on phones, computers, and internet services. In fact, a report by the International Data Center Authority found that the digital economy accounts for a mere 15% of global gross domestic product. That’s a lot of money in nominal terms, but it’s still dwarfed by the other 85%. That’s why Amazon went to the expense and trouble of investing in physical spaces. Even Netflix, another company Andreessen touted, is opening up real-life entertainment centers. As much as we may seem glued to our phones, the physical world is where we live. It’s where we eat, work, meet each other, and have fun. It’s what nature evolved us for, which is why Zoom calls are never quite as satisfying as real-life encounters. Software has a big appetite, but the real world is simply too big and complex to be eaten. Still, there is genuine opportunity in using software to shape the physical world in ways that unlock enormous value. Matter is not digital Materials are something we interact with constantly, often without thinking about them. We want our clothes to be soft and warm, our tools to have high tensile strength so they can do work without breaking. Some things require specific properties, such as the ability to conduct electricity or resist shattering on impact. This has long been the realm of a fairly obscure field called materials science, and, traditionally, it has been something akin to a cottage industry. Scientists would begin with a set of desired properties and then, through a painstaking process of trial and error, often involving the testing of thousands of candidates, eventually find something useful. But in the early 2000s, an MIT professor named Gerd Ceder began developing computational methods to predict new materials. That eventually led to the Materials Project at Lawrence Berkeley National Laboratory. Now, rather than testing thousands of candidates, scientists could eliminate most of them through digital simulations and then test the ones that remain. As more materials data became available, two Stanford graduate students started applying machine learning to materials databases and found that they could dramatically improve development economics. The company they founded, Citrine Informatics, became a pioneer in the space and has attracted large players such as Dassault, Schrödinger, and Microsoft. Still, materials are not digital, so there will always be some loss in information when digital systems are used to model physical reality. However, we are beginning to see the emergence of non-digital architectures, such as quantum computers, that can model the physical world with far greater fidelity. Biology is not digital In 2024, Demis Hassabis and John Jumper won the Nobel Prize for their development of AlphaFold, an AI model that can predict, with incredible accuracy, the structure of proteins. This was a breakthrough of historic proportions because, much like computational approaches in materials science, it allows scientists to identify potential drug candidates hundreds, if not thousands, of times faster than with conventional methods. The potential is mind-blowing. In 2023, Insilico, a Hong Kong-based biotech startup, advanced the first AI-generated drug candidate into human clinical trials. And there are currently dozens of potentially life-changing drugs in the pipeline that were discovered in a mere fraction of the time that it would take using conventional methods. That’s impressive. But like materials, biology is not digital. No matter how ingeniously conceived and constructed, we still need to see how a therapy works on humans in the real world. We need to be sure that proposed cures are safe, nontoxic, and an improvement on existing molecules and methods. That, and not drug discovery, is what makes up the bulk of development costs. A 2024 paper suggested that AI discovery could double the overall success rate from 5% to 10% to 9% to 18%, which is significant. Still, the claims of the tech optimists that “AI will cure cancer” are more than overblown. Anybody who has spent any time in a hospital will tell you that healthcare remains incredibly labor-intensive, requiring capable, caring professionals. And there is an extreme shortage of them in the U.S., which software will do little to solve. We need to focus more on atoms, less on bits Fifty years ago, in 1976, life expectancy in the U.S. was 72 years, versus 78 today. American families typically had one car and one television. Houses were smaller, nutrition was worse, we polluted like hell, and there was no internet. We spent much less time with our screens and more time with each other. Today, it’s easy to see how many things have gotten better, but it’s just as easy to see how others have gotten worse. While in the aggregate, incomes have improved, most of that has gone to top earners, leaving many households feeling worse off. While we have amazingly cool gadgets, costs for basic needs, like housing, healthcare, and education, have soared. The truth is that we’re very good at innovating in the digital space because it’s fast, cheap, and low risk. But the real opportunities are in the messy, physical world. So we’re ending up with lots of incremental digital innovation and not enough transformational change in the real world. In sum, it’s hard to see how we’ve become meaningfully better off over the last 50 years. For all of the Silicon Valley blather, most American families are materially struggling and our mental health is declining. This isn’t because of some exogenous shock, but because of choices we’ve made. We have the technology to improve our lives, but the benefits are not accessible to most. What we have to reckon with is that the world is not digital. We live, eat, travel, and breathe in physical spaces, and no amount of algorithms and data centers will change that. As philosopher Martin Heidegger pointed out long ago, technology is less a creation than it is an uncovering. It brings us possibilities, but it is our responsibility to enframe and direct them in ways that will benefit us. We live in a world of atoms, not bits. Technology matters only if it makes our lives better. View the full article

Understand the impact of AI citation on brand visibility. Discover what content signals influence AI source selection. The post Inside AI Citation: Proven Strategies To Get Your Brand Cited appeared first on Search Engine Journal. View the full article

You prompt ChatGPT with something, and suddenly your brand name shows up in the response. Sounds like a win, right? But before you share the screenshot with your team, there’s one important question to ask: Is your brand being cited or mentioned? As AI search and LLM-driven discovery continue to grow, understanding the difference between AI brand mentions and AI citations is becoming increasingly important for SEO and brand visibility. In this article, we’ll break down what AI brand mentions are, how they work, and how they differ from citations. Since we know you’re excited to celebrate your AI visibility win, let’s get straight into it. Table of contents What is an AI brand mention? How do LLMs decide what to mention? Tips to get more mentions AI brand mentions vs AI citations Do citations still matter? AI brand mentions vs. citations: FAQs Key takeaways AI brand mentions occur when an AI tool references your brand in responses, while citations support the information with sources Understanding the difference between mentions and citations is crucial for SEO and brand visibility To improve AI mentions, create clear, structured, and extractable content that addresses user queries directly Brands need to build authority through trusted mentions across various platforms to enhance visibility and acceptance by AI systems Both mentions and citations are crucial; mentions help AI identify your relevance, while citations reinforce your credibility What is an AI brand mention? An AI brand mention happens when an AI tool references your brand name inside a generated response, recommendation, comparison, or summary. The brand mentions can be either linked (also known as explicit mention) or unlinked (also known as implicit mention). Here’s an example of ChatGPT’s response to, “What are some of the best WordPress SEO plugins?” AI can mention brands in different conversational contexts depending on the user’s query and intent. Here are some of the most common ways AI-generated responses include brand mentions: Direct recommendations This happens when AI directly suggests a brand, product, or service as a possible solution to the user’s query. For instance, these mentions typically appear in recommendation-style prompts where users are actively seeking options or tools. Comparisons AI may mention brands while comparing products, services, features, pricing, or use cases. In such cases, the brand becomes part of a broader evaluation or decision-making discussion. Examples within answers Sometimes, AI uses brands as examples to explain concepts, trends, workflows, or industry practices. These mentions help provide context and make the explanation easier for users to understand. Contextual references Brands can also naturally appear in broader discussions about a topic or industry. These mentions are less promotional and more about establishing topical relevance within the conversation. How do LLMs decide what to mention? Large language models don’t “choose” brands the way a human would. They generate responses based on patterns, probabilities, and signals they’ve learned over time. When a brand shows up in an AI answer, it’s usually because multiple underlying factors align. Must read: Go beyond CTR with 6 AI-powered SEO discoverability metrics Here’s what shapes those mentions: 1. Training data patterns LLMs learn from vast datasets that show how often certain brands appear alongside specific topics. When people repeatedly discuss a brand in connection with a particular use case, the model develops a strong association. Over time, this increases the likelihood that the brand will appear in responses to similar queries. But it’s not just frequency. Context matters just as much. What topics is the brand linked to? What problems does it appear to solve? What other terms show up around it? Brands that appear across multiple contexts build deeper, more flexible associations. Those with limited or inconsistent mentions struggle to surface. 2. Retrieval-Augmented Generation (RAG) Many modern AI systems extend beyond their training data using Retrieval-Augmented Generation (RAG). This is where things get more dynamic, and where many brands either gain visibility or disappear entirely. At a basic level, here’s what changes: Without RAG, the model answers using only what it learned during training With RAG, the system first retrieves relevant information from external or live sources, then passes both the user query and the retrieved content into the model The model then combines this new information with its existing knowledge to generate a more accurate, up-to-date response. Amazon AWS When a user submits a query, the retrieval system acts as a gatekeeper. It scans indexed sources, such as web pages, documentation, articles, and forums, to find content that best matches the query. 3. Context and semantic understanding LLMs don’t rely on exact keyword matches. They interpret intent. When someone asks a question, the model maps it to broader concepts and then surfaces brands that fit those meanings. For example, a query about “tools for remote teams” might connect to: Collaboration Async work Team communication Workflow management LLMs are more likely to surface brands that consistently associate themselves with these ideas, even if users don’t use the exact phrase. This is where entity clarity becomes critical. If your brand is described differently across sources, the model struggles to understand what you actually do. Overall, it’s not just about what you say, but how your content connects to related topics. Therefore, linking your brand to relevant concepts, use cases, and terminology helps AI systems understand when your brand is relevant. This is where it helps to semantically link entities to your content, so those relationships are clearer and easier for models to pick up. 4. Authority and cross-source validation LLMs don’t rely on a single source. They validate information by comparing patterns across multiple sources and weighing the trustworthiness of those sources. When a claim appears consistently across many independent platforms, the model is more confident in including it. If it shows up in only a few places, that confidence drops. AI systems combine semantic understanding with retrieval signals to assess which sources to trust. This typically includes: Source credibility: Well-known publications, academic content, government sites, and recognized organizations are prioritized Citation patterns: Sources that are frequently referenced by others are treated as more authoritative Recency: More recent information is often weighted higher, especially for fast-changing topics Transparency: Content with clear authorship, dates, and references is considered more reliable Authority in AI is about being consistently referenced across credible, independent sources. This is why PR, earned media, and third-party mentions play a bigger role in AI visibility than they traditionally did in SEO. 5. Relevance to the query Before anything else, the model evaluates fit. Even highly authoritative or frequently mentioned brands won’t appear unless they clearly match the user’s intent, such as the use case, audience, or problem being solved. In simple terms, if your brand isn’t a strong answer to the query, it won’t be included. When surfacing a brand in answers, AI models may include nuances like: Beginner vs advanced users Budget vs premium solutions Niche vs general use cases Modern AI systems have shifted from traditional keyword matching to query understanding. They use Natural Language Processing (NLP) to understand the “why” behind the text strings. If explained technically, gen AI converts text queries (prompts) into vectors that allow it to find semantic similarity and return relevant answers. 6. Sentiment and human feedback (RLHF) LLMs don’t rely solely on training data or web sources. They are continuously improved through human feedback, a process known as Reinforcement Learning from Human Feedback (RLHF). Amazon AWS In this process, human evaluators review model responses and guide them based on whether the answers are: Helpful Accurate Safe Trustworthy How does this affect brand mentions? If a brand is consistently associated with negative sentiment, the model may learn to avoid or deprioritize it. On the other hand, brands that appear in neutral or positive contexts across sources are more likely to be included. In this way, RLHF acts as a layer that refines raw data signals, aligning brand mentions more closely with quality, trust, and user expectations. Tips to get more mentions Getting your brand mentioned in AI answers isn’t a completely new discipline. It closely overlaps with what many now call LLM SEO. If you’ve already been working on visibility, authority, and content quality, you’re on the right track. Here are a few practical ways to improve your chances of being mentioned: Publish definitive, extractable resources Create content that is easy for AI systems to understand and reuse. This means clear definitions, structured explanations, and direct answers rather than long, vague introductions. For example, a well-structured guide that clearly defines “what is customer data management” with concise sections is far more likely to be picked up than a generic blog post that buries the answer halfway through. Address evaluative queries AI assistants often respond to questions like “best tools for X” or “which platform should I choose?” If your content directly addresses these comparisons, you increase your chances of being included. Like a comparison page, for example, Yoast vs. Rank Math, that explains when your product is better suited than alternatives, it gives the model a clear context to recommend you. Strengthen authority signals Mentions across trusted, independent sources significantly improve your visibility. This includes being featured in industry publications, contributing expert insights, or earning mentions in reviews and comparisons. For example, a brand cited in multiple reputable blogs and reports is more likely to be surfaced than one that only publishes content on its own website. Keep cornerstone pages current Freshness plays a key role, especially for topics that evolve quickly. Regularly updating the content of your key pages signals that your information is reliable and up to date. For example, a “best tools” page updated every few months with current data is more likely to be retrieved than one that hasn’t been touched in years. Broaden entity clarity Your brand should be consistently described across your website and external platforms. This helps AI systems clearly understand what you do and when to mention you. For example, if your product is always positioned as “project management software for remote teams,” that repeated clarity strengthens your association with that use case. AI brand mentions vs AI citations Before sharing the comparison, let me give you a brief overview of citations. AI citations are references that AI systems and search engines include to support the answers they generate. Citations usually point to a specific source, such as a webpage, report, or article, and credit the source of the information. In many cases, a response can include both a brand mention and a citation at the same time. Next, let’s see how they are different. AspectAI brand mentionAI citationDefinitionYour brand name appears within the AI-generated responseAI attributes information to your content, often with a link or referenceFormatMentioned naturally in text, no link requiredURL, footnote, or inline source referenceWhat it signalsBrand awareness and category relevanceAuthority, credibility, and trustworthinessImpactBuilds mindshare and keeps you in the consideration setActs as proof of expertise and can drive trafficTraffic potentialIndirect, through increased brand recallDirect, via clickable or attributed sourcesFrequencyMore common across most AI responsesLess common and more competitiveWhere it appearsAcross most LLMs, even without live web accessMore common in systems with retrieval or web accessHow to optimizePR, earned media, third-party mentions, community presenceCreate citation-worthy content, structured data, original researchExample“X is a popular CRM software”“According to The Yoast Perspective 2026 report…” Some takeaways Mentions get you in the conversation. Citations make you the source. Mentions make the AI familiar with your brand. Citations make the AI willing to vouch for it. In short, the most effective strategy is to optimize for both. Do citations still matter? Yes, citations still matter, but they are no longer a standalone strategy. AI systems still use citations as supporting signals to validate information, confirm credibility, and discover trustworthy sources. When multiple reputable websites reference the same brand or source, it reinforces trust and helps AI systems verify the information’s reliability. While both mentions and citations matter, mentions currently carry more weight for relevance and AI visibility. Citations still help reinforce authority and trust, but mentions give AI systems richer contextual signals about where a brand fits, how often it appears in conversations, and why it matters within a topic. How to achieve citations and mentions both? Brands that consistently appear in relevant conversations while publishing credible content are more likely to earn both mentions and citations. Here are some easy strategies that you can follow: Create mention-worthy content The easiest way to earn both mentions and citations is to publish content people naturally want to reference. This includes thought leadership, original research, unique insights, industry commentary, and practical resources that add real value. When your content contributes something new to the conversation, it becomes easier for journalists, creators, communities, and AI systems to pick it up. Focus on contextual brand mentions AI systems pay attention to how and where your brand is discussed. Mentions across community discussions, industry blogs, PR coverage, podcasts, forums, and trend-based conversations help reinforce your relevance within a topic. The goal is not just visibility, but also appearing consistently in meaningful, context-rich discussions. Build credibility for citations If you want more citations, credibility becomes essential. AI systems are more likely to reference content that demonstrates strong expertise and trustworthiness. This is where principles like E-E-A-T (Experience, Expertise, Authoritativeness, and Trustworthiness) become important. AI brand mentions vs. citations: FAQs While mentions help AI systems recognize and associate your brand with specific topics, citations strengthen trust and authority by validating your content as a reliable source. The reality is that both work together. Brands that consistently appear in relevant conversations while publishing credible, high-quality content are far more likely to strengthen their AI visibility over time. Here are some common questions around AI brand mentions and citations: Are citations and backlinks the same? Not exactly. Backlinks are traditional SEO links that point from one website to another, mainly to help search engines understand authority and ranking signals. AI citations, on the other hand, are references AI systems use to support or validate the answers they generate. While citations can include links, their primary role is attribution and trust rather than passing ranking value. For a deeper understanding, read AI citations vs backlinks. If a brand is mentioned, will it be cited too? Not always. A brand can be mentioned in an AI response without being directly cited as a source. This usually happens because AI systems often recognize brands through repeated contextual mentions across the web, even when they are not using that brand’s content as the primary supporting source for the answer. Why should businesses focus on both mentions and citations from AI? Mentions and citations support different aspects of AI visibility. Mentions help AI systems understand where your brand fits within a topic, while citations reinforce authority and trust. How to track both mentions and citations for my brand? Tracking AI visibility manually across platforms can quickly become difficult. Tools like Yoast SEO AI+ help brands monitor how they appear across AI-driven search experiences. With AI Brand Insights, you can track mentions, citations, and overall brand presence across AI platforms to better understand where your visibility is growing and where opportunities exist to improve your AI brand visibility using Yoast AI Brand Insights. The post What are AI brand mentions? And how are they different from citations? appeared first on Yoast. View the full article

In 1985, Intel was in trouble. Japanese competitors were dominating the memory chip market that Intel had helped invent. Inside the company, leadership debated what to do. During one conversation, Andy Grove, then Intel’s president and COO, asked CEO Gordon Moore a deceptively simple question: “If we were replaced tomorrow, what would a new CEO do?” Moore didn’t hesitate. “He would get us out of the memory business.” The two men looked at each other and realized something uncomfortable. They already knew the answer; they just hadn’t acted on it. Intel exited the market that had defined its identity and doubled down on microprocessors, a decision that reshaped the company and ultimately the technology industry. The lesson wasn’t just about strategy. It was also about the strategic courage to say no. But that only matters if it creates room for something better. Innovation needs judgment Most organizations celebrate experimentation. But after years working with large innovation portfolios, one pattern has become clear to me. The limiting factor isn’t the supply of ideas: it’s the ability to choose between them and identify the right process to take the winning one forward. Every organization accumulates projects that once looked promising but never quite gain momentum. The technology works, but the market is uncertain; or the prototype impresses internally, but scaling would take years. These projects rarely fail outright. Instead, they linger as “zombie projects,” shuffling along year after year, absorbing talent, leadership attention, and budget without ever becoming a real business. Over time, they quietly drain the most valuable resources innovation needs, starting with leadership attention. And because every dollar and person-hour you commit to these ideas is unavailable elsewhere, you must prove that the idea is worth it. The hidden cost of not deciding Large organizations are especially vulnerable to this dynamic. Not because they lack capability, but because scale changes incentives. Ending a project can feel like admitting a mistake. Multiply that behavior across dozens of teams and the result is predictable. Innovation portfolios become crowded. Decision cycles slow down. Resources are spread across too many bets. Unsurprisingly, only a small fraction of corporate innovation pilots ever reach scale, with roughly 95% of new product launches ultimately falling short. The problem is not statistical. It has more to do with not having the structure in place that allows you to filter ideas properly. Why resource allocation matters more than you think in innovation Let me be clear. It’s better to spend thousands evaluating an idea than millions fixing or unwinding it later, so you have to be ruthless about what passes through your filter. Research shows that dedicated transition teams can cut demonstration failure rates by around 50%. We have some well-known corporate examples of resource reallocation. Consider Apple’s turnaround in the late 1990s. When Steve Jobs came back, the company had dozens of overlapping products and a confusing strategy. One of his first moves was to cut the product line down to just a handful of core offerings. That brought focus back, and within a year, the company was profitable again. Stories like this can make failure seem like just part of the process. But the downside is that time and resources go into ideas that probably should’ve been filtered out much earlier. Ultimately, the innovation funnel matters more than the idea pipeline. In strong innovation systems, early-stage ideas face rigorous scrutiny. If the signals aren’t there, the project stops: not because it failed, but because resources are needed elsewhere. As a result, the surviving projects move faster because they aren’t competing with dozens of parallel experiments. Not only that, but leadership attention sharpens and investment becomes more decisive. Disciplined rejection in practice In practice, saying no is less about dramatic leadership moments and more about building the right systems, including defining clear continuation criteria before projects even begin. Teams know what commercial indicators must appear for a project to move forward. Portfolio reviews play a critical role in this. Leaders need to ask, if we were starting today, would we still invest in this? Culturally, organizations must also normalize stopping work. Teams need to understand that ending a project is not career damage. Leaders should actually reward those who identify when an initiative should be shelved, and openly acknowledge shutting down their own initiatives to help create that environment. Finally, companies need to broaden their thinking about pathways to market, especially when the capabilities needed to scale them don’t exist internally. An external partner might be able to move with greater speed and operational clarity, unbound by organizational limitations. The courage to cut Many describe innovation as a creative act. In large organizations, though, it looks much closer to capital allocation. Leaders are constantly deciding where time, money and attention should go. That’s why the ability to say no matters so much. Zombie projects can quietly drain time, talent, and money for years, simply because no one has the courage to kill them. Disciplined rejection is what creates the space real breakthroughs need to cut through the noise. But that can only get you so far. What happens next defines the success of the technology. The strongest organizations make deliberate choices about the future of the ideas that survive, with an honest evaluation of what it takes to see them through commercialization—whether that’s developing them internally or placing them with partners that have the skill and resources needed to scale them. Saying no is the first step. True advantage comes from making sure the right ideas actually go somewhere. View the full article

While smartwatches have spent the last decade fighting for our attention with buzzing notifications and glowing screens, a quieter revolution has been moving down to our fingers. Yes, the smart ring market has matured from a niche experimental category into a legitimate hardware battleground where the stakes involve more than just step counts. For anyone looking to track their health without (or while) strapping a small computer to their arm, the landscape is now crowded with options that balance high-end aesthetics with serious sensor arrays. Here are some to check out. Oura Ring 4 ($349 + $6/month) The Oura Ring 4 remains the undisputed heavyweight champion of the category, serving as the benchmark against which every other ring is measured. It starts at $349 and offers what’s arguably the most polished software experience in the business, focusing heavily on recovery and metabolic health through its revamped AI-driven insights. However, there’s a catch that’s become a point of contention for many users: a mandatory $5.99 monthly subscription to see anything beyond basic data. For Oura, the hardware is just the vessel for a recurring revenue model that emphasizes long-term wellness. Samsung Galaxy Ring ($399) Samsung has taken a different path with the Galaxy Ring, positioning it as the ultimate companion for those already living within the Android ecosystem. Priced slightly higher than the Oura at $399, it distinguishes itself by eschewing the subscription model, meaning the price you pay at the register is the end of it. Beyond its scratch-resistant titanium frame and lack of a subscription fee, the Galaxy Ring leans heavily into “Double Pinch” gesture controls that let you dismiss alarms or snap a phone photo with a simple tap of your fingers. The functional catch is Samsung’s walled garden. To get the full suite of features, including the advanced Energy Score—which synthesizes your sleep, activity, and heart rate variability into a single readiness metric—you really need to be paired with a Samsung handset, making it a brilliant piece of hardware that’s tethered to a specific brand of software. Ultrahuman Ring AIR ($349) For the crowd that looks at a heart rate graph and wishes they had more raw data, the Ultrahuman Ring AIR is the specialized tool of choice. Starting at $349 with no recurring fees, Ultrahuman leans into the “quantified self” movement by focusing on circadian rhythm alignment and metabolic tracking. It’s designed to play well with other biohacking tools, like continuous glucose monitors, providing a level of depth regarding how caffeine or late-night meals affect your recovery that other rings tend to gloss over. It’s less a general lifestyle accessory and more a dedicated instrument for those who want to treat their body like a high-performance machine. RingConn Gen 2 Air ($199) The market disruptor in this space is undoubtedly the RingConn Gen 2 Air, which makes a compelling case for being the most practical choice for the average person. With a starting price of $199 and no subscription requirements, it undercuts the major players while offering a battery life that stretches to a full 10 days. Its “squircle” shape isn’t just a design quirk, but an ergonomic choice that prevents the ring from spinning on your finger, ensuring the sensors stay aligned with your skin. While it lacks the brand recognition of Oura or Samsung, as a pure value proposition it manages to pack advanced sleep and heart rate monitoring into a frame that feels significantly lighter than its competitors. Amazfit Helio Ring ($149) Finally, the Amazfit Helio Ring carved out its own niche by targeting athletes who don’t want to choose between a ring and a watch. At $149, it’s the most affordable entry point into the premium ring space and is specifically designed to sync with Amazfit’s existing line of fitness watches. While it can function on its own, it excels when used as a recovery-focused companion piece, filling in the data gaps during the hours when an athlete might take off his or her bulky GPS watch to sleep. It proves that the future of wearables might not be about finding the one device that does everything, but rather about building a subtle network of sensors that disappear into our daily lives. View the full article

It’s five answers to five questions. Here we go… 1. Interview questions meant to identify covert North Korean workers As you may already know, with the rise of remote work, some sectors in the U.S. have had an issue with North Korean workers applying for work while pretending to be a U.S. citizen, with an American liaison hosting their work laptop in the U.S. and providing aid with documents and such. Since this has been discovered, some interviewers have of course tried to find ways to weed out these fraudulent applicants, and I was wondering what you think of the matter. I heard today of an interviewer who would ask candidates to repeat a phrase like “Kim Jong Un is a fucking asshole” to prove they aren’t from the DPRK. It seems effective, but I feel like this could be sketchy on the legal front. My kneejerk reaction was that this could be seen as discriminatory based on political beliefs, but I realize that even if it were covered by states with those protections, it would be difficult to pursue. I also think the inability of any current DPRK citizen to legally work in the U.S. would negate claims of discrimination based on national origin. I do think it could be an issue if this wasn’t requested of all candidates interviewed, and wonder if it could seem stereotypical to the level of racial discrimination. Do you think this is as messy of a solution as it seems? Do you know of or have any ideas for what other solutions interviewers could implement here? It’s an absurd solution. First, it assumes a North Korean citizen would be incapable of repeating those words insincerely and in the pursuit of what they saw as a greater good, which is likely a flawed assumption. Second, it makes them look incredibly weird to everyone else (both because of the request itself and because if this is what they consider a strong security practice, that’s a problem). I don’t know what the right security solution is — that’s way outside my expertise — but there are entire fields specializing in it, so step one would be to consult with someone whose job it is to know! 2. I promised an employee a promotion before I should have I manage a 25-person department in a large, bureaucratic organization. The department is organized into three groups, and I was an outside hire a couple of years ago. Generally speaking, my staff is great — we punch above our weight in a lot of our work. Last summer, the organization started going through a process improvement push. As part of that, my boss (who is in the C-suite) told me that he would support me in doing a small reorg in my department to create a fourth group on my team focusing on more strategic projects. I am excited by this idea, because if anything is holding my team back, it is the difficulty of focusing on longer-term projects when we have so many immediate deadlines. This reorg would allow me to promote Paula, who is developing into a rock star. We’ve already informally moved Paula into a position that focuses on process improvement, but being able to give her a small team and turn her loose to focus on strategic work could be huge for us. Also, I worry that without these changes I will eventually lose her to someone else, either an internal team with a promotion opportunity or another company. I know you’re going to tell me this next part was a mistake, but I told Paula about the reorg/promotion idea shortly after my boss and I agreed to put it into motion. And then, I ran into a bureaucratic nightmare of trying to get HR approval to make the changes required. I need to reclassify a position to promote Paula and create a team for her, and I keep getting told “not right now.” The broader organization is going through budget tightening and it’s hard to get approval for spending more on salaries (which the promotion would require). We have support to make these changes from the C-suite, but everything is going really slowly. It’s been eight months since I floated this idea with Paula, and I’m still working on actually getting approval to do it! My boss is supportive. His boss is supportive. It’s just going really, really slowly. I’ve been up-front with Paula on what’s going on but I worry that she is going to lose confidence. What should I do, since I can’t go back in time and stop myself from discussing this with her? Does your C-suite boss have any pull to expedite this? Ideally the next step is a conversation with him to express your concerns about losing Paula and ask him what a realistic timeline is so that both you and she can plan. Emphasize that you want a realistic timeline, not an optimistic one, and also ask if there’s anything you should prepare for that might derail that. Right now, the most important thing you can give Paula is very, very realistic info about what’s going on and what the timeline will likely look like, so that she doesn’t feel like she’s being strung along or being fed overly optimistic projections. “I’m so sorry about this but it’s going to be at least eight months because of X” is more confidence-enhancing in her shoes than hearing “it’s really slow going but we’re working on it” every so often — because the former is specific and you won’t sound as much like you’re stringing her along. You can also ask if there are things that she wants during the waiting period that you can offer — maybe that’s a title change or authority to do X or help removing obstacle Y. Or maybe there’s nothing, but you should talk with her and find out. Ultimately, you might lose Paula if this drags out, but that’s just the reality of how these things go. 3. My boss didn’t include a major accomplishment in my review I work for a nonprofit that underwent a major systems overhaul last year, replacing outdated internal tools with a new CRM. The transition was rocky and in the months following launch, many of us worked significant overtime to stabilize workflows and prevent service disruptions. During that period, I consistently worked 60-hour weeks identifying and documenting system issues critical to our department’s function. One project in particular required substantial independent effort and had a surprisingly helpful impact on improving operations. Because of the organization’s financial strain from the rollout, staff received only modest cost-of-living increases this past review cycle, with no merit raises. I’m genuinely okay with that, as I value the mission and benefits, and I understand the constraints. My concern is recognition, not compensation. In my 2025 performance review, my supervisor did not mention my largest post-launch contribution. I added context in my written response, but it wasn’t reflected in their evaluation. In a recent one-on-one, I asked whether the extra work done during the transition period could be considered in next year’s review cycle. My supervisor seemed to interpret my question as a complaint about compensation and responded by explaining the organization’s budget deficit. I clarified that I appreciated the context but didn’t push back or mention that I wasn’t asking for more money. Now I’m concerned about two things: first, that my contributions during a uniquely demanding period won’t be formally recognized, and second, that my supervisor may have misinterpreted my intent as dissatisfaction with pay. Is it reasonable to expect that work done in a particularly intense period (like a major system rollout) would carry over into the next performance review cycle if it wasn’t fully captured in the previous one? Should I proactively clarify with my manager that my concern is about accurate recognition of my contributions and not compensation? If so, how direct should I be? I want to advocate for my work without coming across as transactional or tone-deaf to the organization’s financial realities. At the same time, I don’t want a significant effort to effectively disappear from the record. I can see why your manager interpreted it that way — usually when someone is concerned about considering a particular piece of work in a particular review cycle, it’s linked to money. In part that’s because in a lot of organizations, the content of a particular evaluation doesn’t matter that much year to year; rather, the content’s main impact is on (a) your pay and (b) your overall rating. If your overall rating was already very high and you’re not advocating for it to be increased, I can see why your manager assumed what you were advocating for was money. It sounds like you really just want the work itself it be recognized within the narrative of the review — which isn’t unreasonable, but that’s probably why she missed it. You could go back to her and say something like, “I think I miscommunicated my interest in having the X work included in my review. I’m not asking for a different raise or even a different rating; rather, it was such a significant part of my work this year, and I believe had strong enough results, that ideally I’d like it be included in the written record of my work for this period.” 4. My job might want me to take on new work — how do I ask for more details? I currently work in accounts receiving but the bulk of my experience is in accounts payable. At my current job, the accounts payable Major Dames might be retiring by the end of the year. I have been approached to take over their duties (along with some automation). I asked how much time I had to think and was told Q3 at the earliest (because The Major Dames might push back their retirement). I’ve taken the time to think and I want to move forward with this. How do I approach the conversation in which I want to say, “Yes, I want this. What does it look like? Like title *ahem* pay … etc.” Should I ask what concerns they might have with me now so I can address them? The more I think, the better it seems but instead of getting wrapped up in the fantasy of better money and more pay, how do I instigate the conversation: tell me more? Be straightforward! “I’ve given it some thought and I’m very interested. Can you tell me more about what that would look like logistically, as well as what it would mean for my title and pay?” Be prepared for the possibility that they might not have been planning to change those things! If that turns out to the case, you could say, “Based on the increase in responsibility, I was hoping we could consider X or similar for a title, with a salary change to reflect the increased work.” You don’t need to ask what concerns they might have with you; from what they’ve said so far, they might not have any. If they do start to seem less solid about moving forward with this, at that point you could ask whether they have specific concerns about your ability to take on the work, but based on what’s been said so far it doesn’t sound like you need to ask that right now. 5. I need business referrals but I also need friends I am a professional fine artist. I’m building my business around custom commissions for clients. My paintings are at a price point where they’d be considered luxury goods by a lot of people and as a result, my business relies heavily on referrals. I am lucky and grateful to have a lot of friends who are very supportive, very impressed with what I do, and tell their friends about it. However, I don’t want to fall into the tupperware party trap of turning all my friends into business leads. I’d love to hear from other readers in similar situations about strategies they use to grow their business without wrecking their social lives. I’m happy to throw this out to readers, but as a general rule I think it’s fine to say once, “If you’re ever interested in a commission or know someone who is, I’d love to talk about it!” Saying it once is completely fine — you’re letting them know of your availability. After that, though, assume they’ll tell you if they’re interested in doing that; they may be friends who are very supportive but not likely to pay luxury-good prices for art, and that’s okay! The post interview questions meant to identify North Koreans, I promised an employee a promotion before I should have, and more appeared first on Ask a Manager. View the full article

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If you’re considering starting your own business, grasping the sole proprietorship model is crucial. This structure allows you to be the sole owner and operator, giving you complete control over decisions and profits. Nevertheless, it likewise means you face unlimited personal liability for any debts. To get started, you’ll need to check local licensing requirements and choose a business name. As you navigate this process, there are several key aspects to keep in mind. Key Takeaways A sole proprietorship is an unincorporated business owned by one individual, with no legal distinction between the owner and the business. As a sole proprietor, you have complete control over business decisions and receive all profits, but you also face unlimited personal liability for debts. To start, verify local licensing requirements and select a business name; consider registering a DBA for tax purposes. Obtain necessary licenses and permits, and apply for an Employer Identification Number (EIN) if you plan to hire employees. Report your business income and losses on your personal tax return using Form Schedule C, simplifying your tax obligations. Sole Proprietorship: Definition A sole proprietorship is a straightforward and often preferred business structure for many entrepreneurs. To define sole owner, it refers to an individual who owns and operates the business without any legal distinction between themselves and their enterprise. So, what’s a proprietorship? It’s a type of business that’s unincorporated and non-registered, meaning it doesn’t require formal legal steps to establish. When you start your own business as the only owner, you automatically create a sole proprietorship. As an owner, you’re entitled to all profits, but you’re likewise personally responsible for any debts and liabilities the business incurs. Moreover, it’s important to mention that income from a sole proprietorship is treated as personal income for tax purposes, reported on your individual tax return using Schedule C and Schedule SE. This simplicity makes it an attractive option for numerous new business ventures. Key Characteristics of a Sole Proprietorship When you choose to operate as a sole proprietor, you take full ownership and control of your business, making all key decisions. Nevertheless, this likewise means you bear personal liability for any debts or obligations the business incurs, which can put your personal assets at risk. On the plus side, the tax structure is straightforward, as your business income is reported on your personal tax return, simplifying your financial responsibilities. Ownership and Control In a sole proprietorship, you hold complete ownership and control over your business, as there’s no legal distinction between you and the enterprise itself. This structure allows you to make all decisions and manage daily operations without needing approval from partners or shareholders. You likewise receive all profits generated, which are treated as personal income for tax purposes, simplifying your tax reporting through Schedule C. Establishing a sole proprietorship involves minimal regulatory requirements, letting you start your business quickly and with few formalities. Nonetheless, keep in mind that the business typically ceases to exist upon your death or incapacitation, lacking continuity beyond your life, which can affect long-term planning. Personal Liability Risks Complete ownership and control in a sole proprietorship come with significant personal liability risks that every owner should understand. As a sole proprietor, you’re personally liable for all business debts and obligations, meaning your personal assets, like savings and property, can be at risk if the business faces legal disputes or financial failures. Unlike corporations or LLCs, a sole proprietorship lacks any legal separation between you and your business, leading to unlimited liability. If your business incurs debts, creditors can pursue your personal belongings to settle those debts. This personal liability extends to all actions taken by your business, making you fully responsible for any legal claims or lawsuits, which can deter potential investors who see your personal exposure as a higher risk. Simple Tax Structure Comprehending the simple tax structure of a sole proprietorship is crucial for anyone considering this business model, as it directly impacts your financial responsibilities. A sole proprietorship is taxed as a pass-through entity, meaning you report business income on your personal tax return, using Form Schedule C alongside Form 1040. You’ll need to pay self-employment taxes, covering both employee and employer portions, which can greatly increase your tax liability. Unlike corporations, you avoid corporate taxes, as all profits are taxed only once at your individual level. Furthermore, you can benefit from special deductions, like home office deductions. To maximize tax benefits and guarantee compliance, consulting a tax professional is highly advisable. Difference Between Owner and Sole Proprietor When you think about business ownership, it’s important to recognize that not all owners are the same. A sole proprietor is a specific type of owner who runs a business independently, meaning there’s no legal separation between you and your business. This distinction affects everything from personal liability for debts to tax obligations, so comprehending these differences is essential for anyone considering starting a business. Legal Structure Comparison Grasping the difference between an owner and a sole proprietor is essential for anyone considering starting a business. An owner can be an individual or a legal entity, like a corporation, whereas a sole proprietor particularly refers to an individual operating a sole proprietorship without formal registration. Unlike sole proprietorships, corporations can own multiple businesses and offer limited liability protection, shielding owners from personal debts. Sole proprietors enjoy complete control over business decisions and profits, but they likewise bear personal liability for all business debts. Furthermore, tax implications differ; sole proprietors report business income on personal tax returns, whereas corporate owners face varied tax obligations based on their entity type. Comprehending these distinctions is critical for informed decision-making. Ownership Types Explained Comprehension of the differences in ownership types is crucial for anyone planning to start a business. The term “owner” can apply to individuals or legal entities, whereas “sole proprietor” particularly refers to an individual running a sole proprietorship. A sole proprietorship is an unincorporated business operated by one person, meaning there’s no legal distinction between you and your business. This structure is simpler for those just starting since it limits ownership to a single individual. Nevertheless, as a sole proprietor, you’re personally liable for all debts and obligations of the business, which can endanger your personal assets. Grasping these distinctions helps clarify your legal and financial responsibilities, vital for making informed business decisions. Steps to Start a Sole Proprietorship Beginning a sole proprietorship entails a few uncomplicated steps that can assist you in establishing your business effectively. First, you automatically create a sole proprietorship simply by operating as the sole owner, but it’s vital to verify local licensing requirements. Next, select a business name for tax purposes; this could be your own name or a fictitious name for which you might wish to register a “Doing Business As” (DBA). Additionally, confirm you obtain any necessary licenses, permits, and zoning clearances specific to your industry by consulting local regulations or resources like CalGold. If you plan to hire employees or file certain taxes, apply for an Employer Identification Number (EIN) from the IRS. Finally, keep in mind that all income or losses from your sole proprietorship will be reported on your personal income tax return using Form 540, and you might need to attach Schedule C for business income. Business Licenses and Permits Before plunging into your sole proprietorship, it’s vital to comprehend the various business licenses and permits you might need. These requirements vary considerably based on your industry and location, so checking local regulations is imperative. For instance, if you’re starting a food service, you’ll likely need health permits, whereas professionals like cosmetologists or lawyers may require specific licenses to operate legally. Moreover, some businesses may need zoning clearance to guarantee compliance with local land-use regulations. If you plan to run your business under a name different from your legal name, you’ll additionally need to file a fictitious business name statement, often referred to as a DBA. To simplify the process, consider using resources like CalGold, which offer thorough guidance on the licensing and permitting requirements specific to California businesses. Grasping these elements will help you establish a solid foundation for your sole proprietorship. Operating Under an Assumed Name When you decide to operate under an assumed name, or DBA, you’re choosing a name that reflects your business rather than your personal identity. It’s crucial to register this name with your local or state authorities, which usually involves completing a simple form and paying a fee. Make sure to select a name that stands out and isn’t already in use, as this can help your branding and prevent legal complications. Choosing Your Business Name How can you choose a business name that resonates with your target audience during compliance with legal requirements? Start by contemplating a name that reflects your brand and is marketable. Remember, when you operate under an assumed name, it’s vital to register it with local or state authorities. Additionally, check for existing trademarks to avoid legal issues. Here are some key points to ponder: Confirm the name aligns with your business values. Verify the name isn’t already in use. Think about how the name improves branding. Reflect on public perception and memorability. Be aware of any publication requirements in your state. Choosing the right name can greatly impact your business’s recognition and marketing success. Registering a DBA Registering a DBA (Doing Business As) is a crucial step for any sole proprietor who wants to operate under a name that differs from their legal name, providing an opportunity to improve branding and marketing efforts. To register a DBA, you’ll typically need to complete an application and pay a registration fee at the county or state level. Remember, a DBA doesn’t create a separate legal entity, so you remain personally liable for all business debts. Before registering, check for name availability to prevent conflicts with existing businesses, as many jurisdictions require a name search. Additionally, keep in mind that once registered, a DBA must be renewed periodically, and changes in the business name or ownership may require a new registration. Obtaining an Employer Identification Number (EIN) Obtaining an Employer Identification Number (EIN) is a crucial step for many sole proprietors, especially if you plan to hire employees or need to comply with specific tax requirements. An EIN is a unique nine-digit number assigned by the IRS for tax identification, similar to a Social Security number. You should consider applying for an EIN if you: Have employees. Operate as a partnership. File certain tax returns, like excise taxes. Want to protect personal information when dealing with clients or vendors. Prefer a separate identification for your business activities. You can complete the application online through the IRS website, by mail, or by fax, and it usually takes just a few minutes online. Best of all, there’s no cost associated with obtaining an EIN, making it a valuable resource for your business compliance needs. Advantages of a Sole Proprietorship A sole proprietorship offers a straightforward and cost-effective way to start your own business. This structure is the simplest to establish, requiring minimal paperwork and no formal registration process. You have complete control over all business decisions, allowing you to adapt quickly to changing market conditions. Furthermore, profits are treated as personal income, which simplifies tax reporting through Schedule C, and can result in lower overall tax rates compared to other business structures. There are no ongoing state requirements or formalities, letting you focus more on your operations rather than compliance. In addition, a sole proprietorship provides greater flexibility in managing finances. You can directly reinvest profits back into the business without the intricacies that come with corporate structures. Disadvantages of a Sole Proprietorship Even though the advantages of a sole proprietorship can be appealing, it’s important to contemplate the drawbacks associated with this business structure. Here are some key disadvantages you should consider: Unlimited personal liability: Your personal assets are at risk if your business faces debts or legal issues. Capital challenges: Raising funds can be difficult, as you often rely on your own finances and creditworthiness. Lack of continuity: The business’s existence is tied to you, typically ending upon your death or incapacity. Full responsibility: You bear the weight of both successes and failures, which can lead to stress and financial strain. Attracting investors: Investors and banks often view sole proprietorships as riskier, making it hard to secure funding. Understanding these disadvantages will help you make a more informed decision about whether a sole proprietorship is right for you. Choosing Between a Sole Proprietorship and Other Business Structures When considering how to structure your business, have you thought about the differences between a sole proprietorship and other business forms? A sole proprietorship is the simplest structure, requiring no formal registration, whereas LLCs and corporations involve more paperwork and legal considerations. One key advantage of an LLC is personal liability protection, which safeguards your assets from business debts and legal actions—something sole proprietorships don’t offer. In addition, sole proprietorships are taxed as pass-through entities, meaning your business profits are reported on your personal tax return, avoiding double taxation faced by corporations. Nevertheless, raising capital can be tougher as a sole proprietor, since you rely mainly on your funds and credit. Moreover, a sole proprietorship lacks continuity; it ends with you, unlike LLCs and corporations that can continue independently and facilitate ownership shifts. Comprehending these distinctions can help you choose the best structure for your business needs. Important Considerations for Aspiring Sole Proprietors Comprehending the significant considerations for aspiring sole proprietors is crucial for setting a solid foundation for your business. Here are key points to keep in mind as you commence on this expedition: You’re personally liable for all business debts, putting your assets at risk. Check local requirements for licenses and permits before starting, as they vary by location and industry. All business income is reported on your personal tax return, increasing your taxable income. Raising capital can be challenging, mainly relying on your personal wealth and creditworthiness. Be comfortable with unlimited liability, since sole proprietorships offer no protection against personal asset loss. Being aware of these factors will help you navigate potential pitfalls and better prepare you for the responsibilities of running a sole proprietorship. Make informed decisions to improve your chances of success. Frequently Asked Questions How to Explain Sole Proprietor? A sole proprietor is someone who owns and runs their own business, with no legal distinction between themselves and the business. This structure is simple, requiring minimal setup and regulation. As a sole proprietor, you make all decisions and keep all profits, but you likewise face full personal liability for any debts or legal issues. You report your business income on your personal tax return, benefiting from a straightforward taxation process. Is It Better to Be LLC or Sole Proprietor? Choosing between an LLC and a sole proprietorship depends on your needs. A sole proprietorship offers simplicity and complete control, but it lacks personal liability protection. Conversely, an LLC provides that protection, safeguarding your personal assets from business debts. During both structures benefit from pass-through taxation, LLCs typically require more paperwork. If you plan to raise capital or want longevity for your business, an LLC might be the better option for you. What Is My Business Name if I Am a Sole Proprietor? As a sole proprietor, your business name can either be your legal name or a fictitious name, known as DBA (Doing Business As). If you choose a fictitious name, you’ll need to register it with your local authorities to guarantee it’s legally compliant. It’s important to select a name that reflects your services, is unique, and doesn’t infringe on existing trademarks. This name should likewise align with your tax filings for clarity in reporting. How Do I Establish Myself as a Sole Proprietor? To establish yourself as a sole proprietor, start your business as the sole owner, which doesn’t require formal registration. Check local regulations for necessary licenses and permits specific to your industry. If you plan to operate under a name different from your own, file a DBA. You’ll need an Employer Identification Number (EIN) only if hiring employees. Finally, report your business income and losses on your personal tax return using Form Schedule C. Conclusion In conclusion, a sole proprietorship offers a straightforward way to start your own business with minimal regulatory hurdles. You maintain complete control and enjoy all profits, but you likewise bear unlimited personal liability. To successfully launch your enterprise, make certain you understand local licensing requirements, choose an appropriate business name, and obtain necessary permits. Weigh the advantages and disadvantages carefully to determine if this structure aligns with your goals. With proper planning, you can effectively navigate the path to entrepreneurship. Image via Google Gemini and ArtSmart This article, "How to Explain Sole Proprietor and Start Your Own Business" was first published on Small Business Trends View the full article

If you’re considering starting your own business, grasping the sole proprietorship model is crucial. This structure allows you to be the sole owner and operator, giving you complete control over decisions and profits. Nevertheless, it likewise means you face unlimited personal liability for any debts. To get started, you’ll need to check local licensing requirements and choose a business name. As you navigate this process, there are several key aspects to keep in mind. Key Takeaways A sole proprietorship is an unincorporated business owned by one individual, with no legal distinction between the owner and the business. As a sole proprietor, you have complete control over business decisions and receive all profits, but you also face unlimited personal liability for debts. To start, verify local licensing requirements and select a business name; consider registering a DBA for tax purposes. Obtain necessary licenses and permits, and apply for an Employer Identification Number (EIN) if you plan to hire employees. Report your business income and losses on your personal tax return using Form Schedule C, simplifying your tax obligations. Sole Proprietorship: Definition A sole proprietorship is a straightforward and often preferred business structure for many entrepreneurs. To define sole owner, it refers to an individual who owns and operates the business without any legal distinction between themselves and their enterprise. So, what’s a proprietorship? It’s a type of business that’s unincorporated and non-registered, meaning it doesn’t require formal legal steps to establish. When you start your own business as the only owner, you automatically create a sole proprietorship. As an owner, you’re entitled to all profits, but you’re likewise personally responsible for any debts and liabilities the business incurs. Moreover, it’s important to mention that income from a sole proprietorship is treated as personal income for tax purposes, reported on your individual tax return using Schedule C and Schedule SE. This simplicity makes it an attractive option for numerous new business ventures. Key Characteristics of a Sole Proprietorship When you choose to operate as a sole proprietor, you take full ownership and control of your business, making all key decisions. Nevertheless, this likewise means you bear personal liability for any debts or obligations the business incurs, which can put your personal assets at risk. On the plus side, the tax structure is straightforward, as your business income is reported on your personal tax return, simplifying your financial responsibilities. Ownership and Control In a sole proprietorship, you hold complete ownership and control over your business, as there’s no legal distinction between you and the enterprise itself. This structure allows you to make all decisions and manage daily operations without needing approval from partners or shareholders. You likewise receive all profits generated, which are treated as personal income for tax purposes, simplifying your tax reporting through Schedule C. Establishing a sole proprietorship involves minimal regulatory requirements, letting you start your business quickly and with few formalities. Nonetheless, keep in mind that the business typically ceases to exist upon your death or incapacitation, lacking continuity beyond your life, which can affect long-term planning. Personal Liability Risks Complete ownership and control in a sole proprietorship come with significant personal liability risks that every owner should understand. As a sole proprietor, you’re personally liable for all business debts and obligations, meaning your personal assets, like savings and property, can be at risk if the business faces legal disputes or financial failures. Unlike corporations or LLCs, a sole proprietorship lacks any legal separation between you and your business, leading to unlimited liability. If your business incurs debts, creditors can pursue your personal belongings to settle those debts. This personal liability extends to all actions taken by your business, making you fully responsible for any legal claims or lawsuits, which can deter potential investors who see your personal exposure as a higher risk. Simple Tax Structure Comprehending the simple tax structure of a sole proprietorship is crucial for anyone considering this business model, as it directly impacts your financial responsibilities. A sole proprietorship is taxed as a pass-through entity, meaning you report business income on your personal tax return, using Form Schedule C alongside Form 1040. You’ll need to pay self-employment taxes, covering both employee and employer portions, which can greatly increase your tax liability. Unlike corporations, you avoid corporate taxes, as all profits are taxed only once at your individual level. Furthermore, you can benefit from special deductions, like home office deductions. To maximize tax benefits and guarantee compliance, consulting a tax professional is highly advisable. Difference Between Owner and Sole Proprietor When you think about business ownership, it’s important to recognize that not all owners are the same. A sole proprietor is a specific type of owner who runs a business independently, meaning there’s no legal separation between you and your business. This distinction affects everything from personal liability for debts to tax obligations, so comprehending these differences is essential for anyone considering starting a business. Legal Structure Comparison Grasping the difference between an owner and a sole proprietor is essential for anyone considering starting a business. An owner can be an individual or a legal entity, like a corporation, whereas a sole proprietor particularly refers to an individual operating a sole proprietorship without formal registration. Unlike sole proprietorships, corporations can own multiple businesses and offer limited liability protection, shielding owners from personal debts. Sole proprietors enjoy complete control over business decisions and profits, but they likewise bear personal liability for all business debts. Furthermore, tax implications differ; sole proprietors report business income on personal tax returns, whereas corporate owners face varied tax obligations based on their entity type. Comprehending these distinctions is critical for informed decision-making. Ownership Types Explained Comprehension of the differences in ownership types is crucial for anyone planning to start a business. The term “owner” can apply to individuals or legal entities, whereas “sole proprietor” particularly refers to an individual running a sole proprietorship. A sole proprietorship is an unincorporated business operated by one person, meaning there’s no legal distinction between you and your business. This structure is simpler for those just starting since it limits ownership to a single individual. Nevertheless, as a sole proprietor, you’re personally liable for all debts and obligations of the business, which can endanger your personal assets. Grasping these distinctions helps clarify your legal and financial responsibilities, vital for making informed business decisions. Steps to Start a Sole Proprietorship Beginning a sole proprietorship entails a few uncomplicated steps that can assist you in establishing your business effectively. First, you automatically create a sole proprietorship simply by operating as the sole owner, but it’s vital to verify local licensing requirements. Next, select a business name for tax purposes; this could be your own name or a fictitious name for which you might wish to register a “Doing Business As” (DBA). Additionally, confirm you obtain any necessary licenses, permits, and zoning clearances specific to your industry by consulting local regulations or resources like CalGold. If you plan to hire employees or file certain taxes, apply for an Employer Identification Number (EIN) from the IRS. Finally, keep in mind that all income or losses from your sole proprietorship will be reported on your personal income tax return using Form 540, and you might need to attach Schedule C for business income. Business Licenses and Permits Before plunging into your sole proprietorship, it’s vital to comprehend the various business licenses and permits you might need. These requirements vary considerably based on your industry and location, so checking local regulations is imperative. For instance, if you’re starting a food service, you’ll likely need health permits, whereas professionals like cosmetologists or lawyers may require specific licenses to operate legally. Moreover, some businesses may need zoning clearance to guarantee compliance with local land-use regulations. If you plan to run your business under a name different from your legal name, you’ll additionally need to file a fictitious business name statement, often referred to as a DBA. To simplify the process, consider using resources like CalGold, which offer thorough guidance on the licensing and permitting requirements specific to California businesses. Grasping these elements will help you establish a solid foundation for your sole proprietorship. Operating Under an Assumed Name When you decide to operate under an assumed name, or DBA, you’re choosing a name that reflects your business rather than your personal identity. It’s crucial to register this name with your local or state authorities, which usually involves completing a simple form and paying a fee. Make sure to select a name that stands out and isn’t already in use, as this can help your branding and prevent legal complications. Choosing Your Business Name How can you choose a business name that resonates with your target audience during compliance with legal requirements? Start by contemplating a name that reflects your brand and is marketable. Remember, when you operate under an assumed name, it’s vital to register it with local or state authorities. Additionally, check for existing trademarks to avoid legal issues. Here are some key points to ponder: Confirm the name aligns with your business values. Verify the name isn’t already in use. Think about how the name improves branding. Reflect on public perception and memorability. Be aware of any publication requirements in your state. Choosing the right name can greatly impact your business’s recognition and marketing success. Registering a DBA Registering a DBA (Doing Business As) is a crucial step for any sole proprietor who wants to operate under a name that differs from their legal name, providing an opportunity to improve branding and marketing efforts. To register a DBA, you’ll typically need to complete an application and pay a registration fee at the county or state level. Remember, a DBA doesn’t create a separate legal entity, so you remain personally liable for all business debts. Before registering, check for name availability to prevent conflicts with existing businesses, as many jurisdictions require a name search. Additionally, keep in mind that once registered, a DBA must be renewed periodically, and changes in the business name or ownership may require a new registration. Obtaining an Employer Identification Number (EIN) Obtaining an Employer Identification Number (EIN) is a crucial step for many sole proprietors, especially if you plan to hire employees or need to comply with specific tax requirements. An EIN is a unique nine-digit number assigned by the IRS for tax identification, similar to a Social Security number. You should consider applying for an EIN if you: Have employees. Operate as a partnership. File certain tax returns, like excise taxes. Want to protect personal information when dealing with clients or vendors. Prefer a separate identification for your business activities. You can complete the application online through the IRS website, by mail, or by fax, and it usually takes just a few minutes online. Best of all, there’s no cost associated with obtaining an EIN, making it a valuable resource for your business compliance needs. Advantages of a Sole Proprietorship A sole proprietorship offers a straightforward and cost-effective way to start your own business. This structure is the simplest to establish, requiring minimal paperwork and no formal registration process. You have complete control over all business decisions, allowing you to adapt quickly to changing market conditions. Furthermore, profits are treated as personal income, which simplifies tax reporting through Schedule C, and can result in lower overall tax rates compared to other business structures. There are no ongoing state requirements or formalities, letting you focus more on your operations rather than compliance. In addition, a sole proprietorship provides greater flexibility in managing finances. You can directly reinvest profits back into the business without the intricacies that come with corporate structures. Disadvantages of a Sole Proprietorship Even though the advantages of a sole proprietorship can be appealing, it’s important to contemplate the drawbacks associated with this business structure. Here are some key disadvantages you should consider: Unlimited personal liability: Your personal assets are at risk if your business faces debts or legal issues. Capital challenges: Raising funds can be difficult, as you often rely on your own finances and creditworthiness. Lack of continuity: The business’s existence is tied to you, typically ending upon your death or incapacity. Full responsibility: You bear the weight of both successes and failures, which can lead to stress and financial strain. Attracting investors: Investors and banks often view sole proprietorships as riskier, making it hard to secure funding. Understanding these disadvantages will help you make a more informed decision about whether a sole proprietorship is right for you. Choosing Between a Sole Proprietorship and Other Business Structures When considering how to structure your business, have you thought about the differences between a sole proprietorship and other business forms? A sole proprietorship is the simplest structure, requiring no formal registration, whereas LLCs and corporations involve more paperwork and legal considerations. One key advantage of an LLC is personal liability protection, which safeguards your assets from business debts and legal actions—something sole proprietorships don’t offer. In addition, sole proprietorships are taxed as pass-through entities, meaning your business profits are reported on your personal tax return, avoiding double taxation faced by corporations. Nevertheless, raising capital can be tougher as a sole proprietor, since you rely mainly on your funds and credit. Moreover, a sole proprietorship lacks continuity; it ends with you, unlike LLCs and corporations that can continue independently and facilitate ownership shifts. Comprehending these distinctions can help you choose the best structure for your business needs. Important Considerations for Aspiring Sole Proprietors Comprehending the significant considerations for aspiring sole proprietors is crucial for setting a solid foundation for your business. Here are key points to keep in mind as you commence on this expedition: You’re personally liable for all business debts, putting your assets at risk. Check local requirements for licenses and permits before starting, as they vary by location and industry. All business income is reported on your personal tax return, increasing your taxable income. Raising capital can be challenging, mainly relying on your personal wealth and creditworthiness. Be comfortable with unlimited liability, since sole proprietorships offer no protection against personal asset loss. Being aware of these factors will help you navigate potential pitfalls and better prepare you for the responsibilities of running a sole proprietorship. Make informed decisions to improve your chances of success. Frequently Asked Questions How to Explain Sole Proprietor? A sole proprietor is someone who owns and runs their own business, with no legal distinction between themselves and the business. This structure is simple, requiring minimal setup and regulation. As a sole proprietor, you make all decisions and keep all profits, but you likewise face full personal liability for any debts or legal issues. You report your business income on your personal tax return, benefiting from a straightforward taxation process. Is It Better to Be LLC or Sole Proprietor? Choosing between an LLC and a sole proprietorship depends on your needs. A sole proprietorship offers simplicity and complete control, but it lacks personal liability protection. Conversely, an LLC provides that protection, safeguarding your personal assets from business debts. During both structures benefit from pass-through taxation, LLCs typically require more paperwork. If you plan to raise capital or want longevity for your business, an LLC might be the better option for you. What Is My Business Name if I Am a Sole Proprietor? As a sole proprietor, your business name can either be your legal name or a fictitious name, known as DBA (Doing Business As). If you choose a fictitious name, you’ll need to register it with your local authorities to guarantee it’s legally compliant. It’s important to select a name that reflects your services, is unique, and doesn’t infringe on existing trademarks. This name should likewise align with your tax filings for clarity in reporting. How Do I Establish Myself as a Sole Proprietor? To establish yourself as a sole proprietor, start your business as the sole owner, which doesn’t require formal registration. Check local regulations for necessary licenses and permits specific to your industry. If you plan to operate under a name different from your own, file a DBA. You’ll need an Employer Identification Number (EIN) only if hiring employees. Finally, report your business income and losses on your personal tax return using Form Schedule C. Conclusion In conclusion, a sole proprietorship offers a straightforward way to start your own business with minimal regulatory hurdles. You maintain complete control and enjoy all profits, but you likewise bear unlimited personal liability. To successfully launch your enterprise, make certain you understand local licensing requirements, choose an appropriate business name, and obtain necessary permits. Weigh the advantages and disadvantages carefully to determine if this structure aligns with your goals. With proper planning, you can effectively navigate the path to entrepreneurship. Image via Google Gemini and ArtSmart This article, "How to Explain Sole Proprietor and Start Your Own Business" was first published on Small Business Trends View the full article

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