Sunday, July 12, 2026
Every day we surface one validated startup idea from our pipeline. No account required.
GitProvenance is a GitHub App that automatically tags every AI-accepted code hunk with model, developer, and audit metadata — giving compliance teams exportable proof of AI code origin without changing developer workflows. It works across Copilot, Cursor, and any AI tool, filling the gap no single AI vendor will close.
Engineering teams using multiple AI coding assistants cannot answer a simple compliance question: 'Show me every line of AI-generated code in this repo, who accepted it, and from which model.' No existing tool spans multiple AI providers with exportable audit trails.
Why now: Enterprises adopting AI coding assistants need traceability for governance, audits, and training; platform hooks in Git providers make integration feasible now.
A GitHub App that captures provenance at the IDE plugin layer (lightweight wrapper around LSP completion events), stores hashed prompt + model metadata per accepted hunk, links to commit SHAs, and renders a compliance dashboard with heatmaps, per-developer AI usage breakdowns, and one-click SOC2/audit report exports.
Built for: enterprise engineering teams, compliance officers, and platform teams managing AI-assisted development workflows.
Business model: enterprise_license
Provenance & Acceptance Tracker for AI Suggestions targets a medium-sized market ($100M–$1B TAM). Existing solutions are incomplete or outdated — there's clear room for a better product.
Underserved
Medium
Startup (3 Months)
Medium
now
strong
underserved
medium
possible
defensible
vulnerable
Competitor breakdowns, risk analysis, business plans, unit economics, and ideas matched to your skills.