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Findings, not thought leadership.

Written from what we see auditing real catalogs. The quarterly AI Commerce Report, built from our own scan corpus, lands here as the data accumulates.

2026-08-03

Why ChatGPT doesn't show your products — and how to check

If your store never comes up when someone asks an assistant for what you sell, it's almost never about price or quality. It's about whether the machine can read you.