The Lab

This is where every hypothesis I've tested is written up, in full. What the claim was, how many citations it ran against, and the result.

Results reflect correlation strength from sample data, not proof of causation.

# Claim Sample Started Status Result
2 Do Google Page-One Rankings Predict AI Citation? Pattern scan n = 500 12 October 2026 Complete Confirmed
1 Does Perplexity Cite the Same Top Sources Twice? Overlap test n = 500 5 October 2026 Complete Inconsistent

Results

Confirmed = held up · Busted = didn't hold up · Partly = true sometimes · Consistent = same sources each time · Inconsistent = different sources each time · Inconclusive = unclear

The Rules

Every threshold is fixed before the test runs. Pattern scans are graded on the gap between groups, and overlap tests on a line set in advance.

Read the full methodology

Get the Next Result Before Anyone Else

Twice a month I take one AEO claim and test it against a real sample of citations. You get the result and the dataset, straight to your inbox.

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