I Have Been Clawed ·

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

Fermi summary

If you reach 170 paying teams at $300/year that's $51k ARR - but with a credible free incumbent and sparse incident data, honest odds are 11% you get there in year one.

Market size (TAM)

$18.0M

~60k companies actively deploying AI coding agents who need incident intelligence × $300/year avg realistic subscription price

Year-1 ARR range

$7k - $175k

midpoint $52k

Gross margin

78%

Investment to production

$23k

Dev: $9k for full-text search, tagging taxonomy, API endpoints, and incident submission pipeline. Content: $7k for initial corpus curation a

Probability of success

11%

P(reaching mid case in 12 months)

Expected take-home Y1

$-18548

probability-weighted, after investment

Go-to-market motion

SEO-first (long-tail 'AI agent incident' queries) → free tier builds developer trust → upsell API access and alert subscriptions to enterprise AI/DevSecOps teams at $500-2k/year.

Key risks

AI Incident Database (incidentdatabase.ai) already exists as a well-funded free nonprofit covering AI harms broadly - competing against a credible free incumbent in a reference-data category is extremely hard
AI coding agent incidents are still sparse and underdocumented in 2026; a thin database has weak search utility, undermining the core value proposition before network effects can kick in
Developers treat incident indexes like CVE feeds - public, free, community-maintained - so willingness to pay is structurally low unless you lock in proprietary incident sourcing that free alternatives can't replicate

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.