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Unlock the full auto-ai dossier.

Automation that already knows what comes next. 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 72/100 Build type: marketplace or tool Category: general saas Yr1 take-home (Fermi): $-14K
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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.
How will I actually get customers?
Distribution is the hard part of every idea. The dossier maps a realistic first-100-customer path. If the path looks weak, that's your signal.
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)
$36K
Yr1 ARR (high)
$420K
Yr1 take-home
$-14K

Land 120 shops at $99/mo and you're at $143k ARR with $107k gross - but with a 15% shot at hitting that and $30k upfront, year-one expected take-home is -$14k; this only makes sense if you believe you can hold churn below 5% monthly and build toward year two.

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

Rick Suarez, Owner / Service Manager at Suarez Automotive - read of Auto-AI, May 8 2026

What the product does

Your service writers are spending 30-40 minutes per repair order on estimates, status calls, and follow-up texts that have nothing to do with fixing cars.

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