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Good morning, founders 🕶️
Aigen couldn't afford to pay people to label photos of weeds. So it started growing fake ones on a computer, and now it can teach its robots a new crop in about a week instead of three or four years. Maxinsights pays more than 5,000 people to film themselves loading dishwashers, because robots need the boring footage nobody else bothered to shoot. And one data team swapped a $150K Looker bill for a folder of HTML files. Same lesson, three times: the thing you can't afford to do the normal way is often your wedge. So what's the expensive step you've been putting off?
In today's newsletter, we'll get into:
Aigen's fake weeds and its full 2027 order book
A $30M seed round for filming chores
Walmart's new rules for AI shoppers
The four stories you clicked most last week
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The founder’s dashboard / Your quick roadmap
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FOUNDER BOARD
📊 One team swapped a $150K/year Looker license for AI-built HTML dashboards costing ~$20K a year, about $0.50 each. Catch: they already had the data stack and engineers.
📉 Ask customers how they'd feel losing your product: at 15% or below, Rahul Vohra says pivot; at 20%, optimize toward 40%. Pitch true ARR, not run rate.
💰 Only 44 tender offers closed in H1 2026, so letting staff sell shares early is a standout retention perk. ElevenLabs ran two in under a year.
🧾 $100K of Amazon sales can trigger sales tax in a state, so build a four-column sheet (invoice number, amount, date, ship-to state) and check every state's threshold.
🏷️ Before claiming a new category, run six questions that stress-test your story, like whether there's a business without the word "AI." WeWork went from $47B to bankrupt.
Financial Model Template
Use Slidebean's FREE Financial Model Template to estimate your revenue, expenses, and how much money your startup needs to raise.
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RUSHIN' ROULETTE
Five bullets of updates
🎥 Santa Clara startup Maxinsights raised a $30M seed round led by Peak XV to pay more than 5,000 contractors in six countries to film chores like loading dishwashers. It says it has 2M+ hours of footage and 30+ customers, which is a nudge to list the data your operations produce that nobody else can get.
🇪🇺 Anthropic and London private equity firm Hg reportedly plan an AI consultancy that will embed engineers inside European companies, launching by the end of 2026 in London and Berlin, per the Financial Times. If you sell AI services, a model maker may soon pitch your customers, so sharpen what you do that a lab won't.
🎧 Bose's $99 noise-canceling wired earbuds, its first wired audio product in 11 years, sold two months of stock in under 24 hours of pre-orders. With wired headphone sales up 15% year over year (per Circana), it pays to check who still buys a "dead" category before you write it off.
🕵️ A top payroll employee at workforce firm nextSource allegedly moved more than $8.2M into her own account over eight years through fake worker profiles, according to a civil filing. It surfaced only when an executive spotted $260K in missing payments, so audit payroll for ghost workers and never let one person run it end to end.
🛒 Walmart is giving AI agents their own shopper profiles, with customer-set spending limits (its examples: $50, $100 or $200) and a gateway built on MCP, the common plug AI agents use to connect to apps. If you sell online, agents are becoming your customers, so make your checkout agent-ready before a rival does.
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STARTUP NEWS
Aigen grows fake weeds, nearly sells out its 2027 robots
Most farmers spend the season trying to get rid of weeds. Aigen grows them on purpose (on a computer, thankfully). The Redmond, Washington, startup trains its weeding robots on AI-generated plants that don't exist, which cut the time to teach a robot a new crop from three or four years to about a week, CTO Richard Wurden told GeekWire. After a farm-robotics expo last week, Aigen says it's nearly sold out of robots for 2027.
Six feet of solar: each Element robot is a 6-foot-wide, sun-powered machine that uses cameras and AI to spot weeds, then pulls them out by the root. Each costs $50,000–$70,000.
The slow part was never the robot. It was training. Here's how the clock ran:
2020: Wurden, an ex-Tesla engineer, and CEO Kenny Lee meet in a climate Slack group and start Aigen.
2022–2023: Aigen raises a $4M seed and a $12M round. Every new crop still means three to four years of collecting and labeling real photos.
The fix: Aigen can't afford people to label images by hand, so it builds Alchemy, which generates fake weeds and crops in simulation. Each one arrives perfectly labeled.
Last week: at an expo in Yakima, Aigen signs growers it couldn't serve before.
Here comes the sun: the timing helps, too. US diesel is up roughly 70% from a year ago, per EIA data, and many rival weeders ride behind diesel tractors. Aigen's run on sunlight.
Fake it till you rake it: Aigen's edge exists because it couldn't afford the normal way. Labeling was the bottleneck, so it generated the input instead, and big agribusinesses now buy that data too. Ask which input slows your company down (labeled data, test users, sample documents) and whether you could generate it.
Looking ahead… Aigen has about 15 employees, roughly $26M raised and 100+ robots built. Next year tests whether a team that small can scale its factory as fast as its software.
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STARTUP TV
How would I run a startup (If I had to start over)
I've been steering Slidebean for a good decade now, and while my millionaire dreams haven't quite materialized, that's all part of the journey, right?
In this video, I dive into what I'd do differently if I had the chance to start over.
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FOUNDER BRIEF
What founders clicked on most in recent issues
🤝 Bill Gross's 1.2 million startup ideas
Idealab founder Bill Gross fed AI expired patents, SEC filings, consumer complaints and science papers, and got back a database of 1.2 million startup ideas. He's made it free to browse. Search it for your idea before you pitch: if it's in there, your next competitor can find it too.
💰 Town hits $1B in four months
Town, which gives every employee an AI assistant called a Townie, raised a $108M Series B co-led by Forerunner and Menlo at a $1B valuation, four months after its $55M Series A. Townies ask permission when needed and hand the big calls back to their human, a trust design worth copying if your product acts for users. Read it
💄 e.l.f. turns comments into products
e.l.f. Beauty ($6.6B market cap, 30 straight quarters of sales growth, 75% of products at $10 or less) builds products from what fans ask for on social media. Its $9 pickle lip balm sold out in eight minutes. Read your comment section like a roadmap.
🧑🤝🧑 The dilution nobody sees coming
Median founding-team ownership falls from about 87% at pre-seed to about 52% at seed, per altshare, a bigger drop than at Series A. Stacked SAFEs do the damage, because each cap sets that investor's price no matter how well your round goes. Model what your whole stack converts to before you sign the next one.