Convert Docs to AI-Ready Markdown in Seconds
PDF to markdown conversion API built for RAG pipelines and LLM training.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take MinerU from MVP shell to operating business.
The core value is real: RAG builders spend weeks converting PDFs to markdown manually. A fast API solves a genuine pain. The GTM is validated: free-to-paid funnels work for dev tools. TAM is substantial: 20k companies actively building RAG pipelines. The challenge is incumbent competitors and self-hosted alternatives already capturing the market. Winning requires strong product quality and community trust.
The biggest risk is that the open-source MinerU repo with 30k stars will always undercut you. Most target customers self-host for free rather than pay. LlamaParse and Unstructured.io are well-funded incumbents with enterprise sales teams. API providers like OpenAI, Anthropic, and Google are shipping native file parsing into their APIs within 12-18 months, commoditizing the category. Document quality variance silently kills retention before users report issues. This is a high-risk, long-runway bet.
Ideal owner is an experienced SaaS operator or technical founder with an existing audience in AI/ML/RAG communities: Twitter, GitHub, Substack, mailing lists. Must have at least 50k runway and deep familiarity with document processing or LLM infrastructure. Requires comfort with 13% success odds and patience for Year 2-3 before break-even. This suits someone pivoting from an agency or spinning out from a larger AI platform.
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 MinerU for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.