MVP Reality Check
A brutally-honest audit service for non-technical founders who built their product with AI and need a plain-English report on what they actually have before they scale, hire, or hand it off.
non-technical solo founders running AI-built MVPs
- Plain-English architecture map of the codebase with what each module actually does
- Risk register flagging security gaps, dead code, broken dependencies, and undocumented assumptions
- Maintainability scorecard that estimates hours a real engineer would need to clean it up
- Handoff-ready spec and onboarding doc written for the next developer to read
The post argues a working LLM-built implementation is only 20% done; the remaining 80% (documentation, structure, edge cases) is invisible to non-engineers, and vibe-coded founders are scaling products they cannot evaluate themselves.
Category already has substantial content coverage: dedicated blogs from Softonix, Silpho, and Valletta Software frame vibe-coded audits as a recognized need, and the HN post on LLMs coding reached 194 points/146 comments, indicating active founder community discussion.Vibe Coding Audit: What No One Checks Before AI MVP Launch ↗How to Audit a Vibe-Coded App: A Practical Guide ↗
Direct competitors already exist with branded offerings: VibeAudits.com ('You Vibe-Code, We Audit'), Silpho's vibe-coded app audit service, and Valletta Software all sell this exact service. The category is established, not open.Code Audit Services for Startups & Vibe-Coded SaaS Apps | VibeAudits.com ↗Vibe-coded app code audit service: what founders should expect ↗
Tech audits typically command fees and VibeAudits.com is a live paid service, but the target non-technical solo founders are notoriously price-sensitive (often pre-revenue), and production MVP rebuilds are quoted at $50K-$150K which sets a ceiling — a plain-English audit likely sits in a modest $500-$5K range, average willingness-to-pay.How to Launch an AI-Enabled Mobile App as a Non-Technical Founder ↗Code Audit Services for Startups & Vibe-Coded SaaS Apps | VibeAudits.com ↗
Vibe coding is the dominant paradigm and the HN '2x not 10x' framing implies it stays mainstream; the gap between LLM-generated scaffolding and production-grade code will widen, not close, keeping this need durable for years.How to Review Vibe-Coded Apps: A Complete Code Review Guide ↗
Buildable with senior full-stack engineers who can read LLM-generated code and write plainly — no novel AI infra required, but quality of audit depends entirely on human expertise which is scarce and hard to scale; also defensibility is weak since any shop can clone the playbook.