Code Rescue ·

If an entrepreneur "adopted" this product today, here's the realistic math.

Fermi summary

Close 3 rescue clients/month at $3k average and convert 15 to retainers by month 12 - that's ~$108k ARR, but there's an 83% chance the service economics grind you out before you hit it.

Market size (TAM)

$72.0M

~1.5M non-technical founders who shipped real apps via vibe coding × ~5% in genuine code crisis at any given time × $960 avg annual rescue/retainer spend

Year-1 ARR range

$26k - $360k

midpoint $108k

Gross margin

55%

Investment to production

$24k

Dev: $8k for intake flow, scoping wizard, client portal, and async code-review tooling. Marketing: $10k for SEO content targeting 'my A

Probability of success

17%

P(reaching mid case in 12 months)

Expected take-home Y1

$-13900

probability-weighted, after investment

Go-to-market motion

Reddit/X/Discord vibe-coding communities (Cursor, Bolt, Lovable) → free 30-min code audit hook → $800-3k rescue engagement → upsell to $199/mo ongoing AI code hygiene retainer.

Key risks

Cursor, Claude Code, and Bolt ship self-healing and explanation features within 12-18 months, shrinking the rescue market before you build a moat
Service treadmill: each rescue is bespoke with zero compounding - revenue resets monthly unless you convert clients to retainers, which most one-time buyers resist
Demand is invisible-pain driven - vibe coders don't know their code is broken until a crisis, making consistent top-of-funnel unpredictable and CAC spiky

Generated by the Wishdeal Factory financial-analysis agent. Numbers are honest Fermi estimates, not guarantees. Real outcomes depend on the operator. The studio is bullish on the engineering quality, agnostic on the business outcome.