Query any codebase like a database. 99% fewer tokens.
Query any codebase like a database, 99 percent fewer tokens.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Codebase Indexing from MVP shell to operating business.
The bottom-up GTM is proven: free tier drives viral adoption among solo devs, teams see LLM token savings in billing dashboards, then upgrade to paid at $99-$299 per month. TAM is large: 75,000 US and EU engineering teams actively use AI coding tools. Token economics are a real pain point. The buyer can launch free tier on ProductHunt, run HackerNews, and watch adoption drive itself through cost visibility.
The core value prop faces existential threats. Cursor, GitHub Copilot Enterprise, and Sourcegraph all ship codebase indexing as free built-in features, not standalone products. Simultaneously, LLM context windows keep expanding: Gemini has 2M tokens, Claude 200k. The 99-percent-fewer-tokens headline could become obsolete within 18 to 24 months as models mature. Enterprise sales require SOC2 Type II certification, a $30k-$60k investment. The probability of meaningful success is 12 percent.
This fits a solo SaaS founder or product manager at a DevTools company who has shipped free-tier products and knows developer-to-enterprise upsell motions. Ideally someone already inside an IDE or Copilot ecosystem who can leverage existing distribution. Anyone buying this needs prior B2D launch experience and realistic expectations: 12-percent success odds mean preparation for pivot within 18 months as LLM context windows continue expanding.
From contract signing to operating business.
Three ways in, depending on how much you want to build yourself.
Read the full buyer brief on every product in the catalog. All Fermi math, all agent specs, all sales kits, all skeptic memos. Cancel any time.
The full asset bundle transfers to your accounts. Brand, domain, landing, agent spec, financial model, sales kit, founder persona, video. You own it.
A Roll Digital chief operator builds Codebase Indexing for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.