Real-revenue cases
Cory Stout sources wood-framed sunglasses from Chinese factories and sells them for $25 on Amazon and his own Shopify store, reaching $3.5M in 2018 revenue with just himself and his mother on the team.
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It substitutes for ordinary plastic or metal sunglasses by offering a wood-frame look at a $25 price point, and steady Amazon orders suggest real demand. But the founder admits he ended 2018 with less cash than he started despite $3.5M in revenue, which points to an unhealthy cost structure.
End customers pay $25 per pair on Amazon or Woodies.com at roughly 40% gross margin; early volume came from a Groupon deal, later from Amazon organic traffic and email marketing.
The purchase of ordinary plastic or metal-frame sunglasses
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A Groupon launch sold 8,000 pairs in a week, reusing the Groupon rep relationship from his earlier watch brand TIKKR.
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The playbook of spotting new supply-chain categories, validating with a group-buy launch, then scaling on Amazon can transfer to AI hardware or AI accessories: test demand on crowdfunding or group-buy channels, then scale on platform organic traffic. But heed the lesson of high revenue and thin profit here — AI products chasing low-price volume can hit the same trap.
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Revenue basis · Founder self-reported, unaudited (see source page)
The $3.5M figure is a self-reported 2018 number, unaudited, and the source page's $292K monthly revenue doesn't cleanly reconcile with $3.5M annual
The 40% gross margin and $13.7K starting cost come from platform estimates, not founder confirmation
No data on revenue or profit after 2019, so it's unclear whether the business sustained