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Unlock the full learns-yo dossier.

Write it rough. Get back yours. Below is everything you get when you pay $5 to unlock the dossier for this idea: the schema you'd otherwise spend a week assembling yourself.

Adoptability 73/100 Build type: technical Category: education Yr1 take-home (Fermi): $-21K
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Before you unlock: common questions about this idea

Honest answers based on what the dossier actually says. No hype.

The upside might be too small to bother.
The Fermi model gives a year-1 take-home estimate, labeled as Fermi math. If the number doesn't justify your time, the dossier itself tells you so.
This will take longer than 30 days to build.
Probably. The 30/60/90 plan is honest about what ships in each window. Most ideas in the catalog need 6-12 weeks to a real MVP.
Why pay $5 if I can just ask ChatGPT?
ChatGPT will give you a starting point in 2 minutes. The dossier is 4-7 pages of structured product strategy: ICP by role, MVP scoped, 30/60/90 plan, financial model, outreach drip, and risk memo. If you've tried to outline a product with ChatGPT, you know the difference.
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30-day money-back guarantee. Terms.

Fermi math (estimate)

Yr1 ARR (low)
$6K
Yr1 ARR (high)
$210K
Yr1 take-home
$-21K

If you land 175 paying devs at $20/mo that's $42k ARR - but Cursor does this for free inside VS Code, so your realistic shot at getting there is about 1-in-9.

Estimates only. No live customer revenue claimed. The full model with editable assumptions is in the dossier.

What you'll see in the dossier

  • Buyer: the named ICP, the workflow, the budget line, the title that signs the check
  • Pain: the specific failure mode they hit today, in their words from skeptic-memo research
  • Why now: the market shift that makes this idea possible in 2026 and not 2022
  • MVP scope: a 5-page site map + the first 7 build tasks ranked by leverage
  • Stack recommendation: what to build it on (Wes-stack-aware: cPanel, Caddy, Postgres, iOS Swift, Remotion if needed)
  • 30/60/90 launch plan: what good looks like at each milestone and what to drop if you slip
  • Pricing model: three positions tested against the same buyer (annual/monthly/per-seat)
  • GTM channel: the one channel to win first, with the angle and the first 50 prospects
  • Outreach pack: the LinkedIn message, the email subject lines, the cold-call script
  • Email drip: day 0, 2, 5, 9, 14, 21 with full copy
  • Likely objections: the seven you'll hear most, with handled responses
  • Risk memo: what makes this idea fail honestly
  • Fermi financial model: three scenarios with the assumptions exposed and editable
  • "What we'd implement for you": the operator-partnership scope if you'd rather hire than build

Locked: full schema

ICP - named in this dossier

Marcus Chen, Staff Engineer at Rowspan Labs - read of learns-yo, May 20 2026

What the product does

You use AI to write TypeScript, then spend just as long rewriting it because the output never matches your codebase patterns. Every single time.

Unlock once, get the full dossier as a private URL plus a markdown download. $5 one-time.