I just launched alive-analysis an open-source workflow kit that runs inside Claude Code and Cursor.
Problem: you ask AI to analyze something, get a good answer, then a month later nobody can explain why we concluded what we did. Chat is gone and the logic isn t reproducible.
Hi folks Just published my research on arXiv: "The Discovery Gap" Empirically analyzed 112 ProductHunt startups launches to see if ChatGPT/Perplexity would recommend them. TL;DR: ~99% recognition but only 3% discovery (30:1 gap) But, the Good news! Your PH launch performance actually helps with AI visibility GEO optimization doesn't work (r = -0.10) Reddit presence is the strongest predictor (r = +0.40) Paper: https://arxiv.org/abs/2601.00912 Code: https://github.com/amit-psharma/... If you launched 2025, your product might be in the dataset!
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