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Standard AI audits are context-blind and unverified, often hurting conversions. Winlab replaces guessing with rigorous simulation.
Unlike generic wrappers, we solve 3 fatal flaws:
Context: We calibrate for specific traffic & goals (Cold vs Warm).
Accuracy: Hybrid Vision+Code scanning prevents hallucinations.
Validation: Agents run synthetic A/B tests on every fix.
We don't just critique your site; we verify the solution works.

winlabAn AI-powered conversion-rate optimisation simulation lab
Rehan Patelleft a comment
👋 Hey Product Hunt, I’m Rehan, and I'm launching winlab! I’ve worked in growth and acquisition roles for years. So when these AI audit tools started popping up, I tested most of them because I wanted to save time as I was going through a website rebrand project. But I found two massive problems. First, most of them are just generic wrappers that treat every website the same. They give the same...

winlabAn AI-powered conversion-rate optimisation simulation lab
