How machines chose

This week · pooled Machine Buyer Panel runs

Not enough to publish yet. A week is published once it has 3 panel runs, or 100 Machine Choice Benchmark decisions. Until then, the Machine Choice Benchmark has the latest published choices.

The latest Machine Choice Benchmark →

Method

Each Machine Buyer Panel run shows buyer-agent models a seller's x402 offer next to its real Bazaar rivals and asks which they'd pay for. The tested offer is rotated through every list position. This page pools the baseline decisions of every run in the week. It keeps counts only: no URL, service name, description or task text. Tasks are sorted into coarse categories by keyword, and a category is shown on its own once it has the minimum number of runs. Rates carry Wilson 95% intervals; small groups have wide ones. A week without enough panel runs is published from the Machine Choice Benchmark's reports instead, once they hold the minimum number of decisions; those offers are public listings the benchmark already names.

Test your own offer with the Machine Buyer Panel in the Lab ($1 a run, paid with x402). Download this page's data (JSON).