winlab

January 12, 2026•0 comments

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.

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