I pre-registered a study on AI visibility signals. The main result was null.

Originally published on angeo.dev. Full tables, p-values and the sealed plan are there. Most claims about AI visibility are untestable by design: publish the signals, wait, attribute anything good that happens to the signals. I wanted a version I could not fudge, so I wrote the analysis plan first, hashed it, and sent the hash to the other party...