Blog
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.
2026-08-08AI visibility isn't a retail problem — it's a readability problem
Assistants recommend plumbers, law firms and software the same way they recommend products: by naming whoever they can confidently understand. The mechanism doesn't care what you sell.