PMF Finder

About PMF Finder

PMF Finder, built by Vocara, helps founders move toward product-market fit by turning raw customer conversations into evidence-based positioning rather than guesswork. Most founders write their messaging from assumption, describing the product the way they think about it, not the way customers actually talk about the problem it solves. PMF Finder closes that gap: you feed in real inputs (call transcripts, emails, support comments, reviews) and it analyzes them to surface custom positioning insights grounded in April Dunford's positioning framework, so your messaging is derived from what customers actually say, not what you hope they mean.

Beyond analyzing existing conversations, it also helps you gather better ones. It generates a discovery-interview guide tailored to your specific startup, built around the principles of The Mom Test, the well-known approach to customer interviews that avoids leading questions and false validation, so the feedback you collect is honest and useful rather than politely encouraging. Pairing a rigorous positioning framework with a proven interview methodology means founders get both the "how to ask" and the "what it means" in one place. PMF Finder is free, available on web with MCP and CLI access (including an MCP server so it can plug into AI-agent workflows), and aimed at early-stage founders, startups and SaaS builders trying to sharpen their positioning and find product-market fit faster.