How to Validate a Startup Idea Using AI (Without Getting Fooled by It)
AI can accelerate startup validation only if you treat it as a research assistant, not an oracle. This post walks through where AI genuinely helps, where it fabricates, and how to separate the two.
Key points covered in this post
- Market sizing with citations, not vibes
- Cost benchmark research: what AI can verify vs. what it fabricates
- Competitive scans: coverage vs. depth trade-offs
- Financial modeling with AI: only when numbers are derived from a deterministic engine
- The verification layer that separates useful AI from confident hallucination
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