AI Panel Accuracy
How accurate is the Niche Panel?
Every AI Panel Preview prediction is tracked against real user votes. We publish this data publicly so you can judge the panel's reliability yourself.
AI Panel Preview disclosure: All reports generated by the LandingCrush Niche Panel are produced entirely by AI personas. They are clearly labeled as AI Panel Previews and are never presented as real user votes. This page tracks how often AI predictions match real-world outcomes when verified.
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Accuracy Rate
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Verified Tests
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Correct Predictions
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Awaiting Verification
No verified predictions yet
Accuracy data will appear here once AI Panel predictions are verified against real user votes. Submit a test to be among the first.
How verification works
- 1You submit a landing page test with 2–4 variants.
- 250 niche-matched AI personas deliberate across 3 rounds and predict a winner.
- 3The report is clearly labeled as an AI Panel Preview.
- 4When the test accumulates 50+ real user votes on LandingCrush, the community winner is confirmed.
- 5We compare the AI prediction to the real outcome and record the result here.
Ready to test your landing page?