Evidence-led notes for independent Shopify founders and ecommerce operators investigating how one product is found, shortlisted, compared and ordered in AI shopping answers.
LATEST NOTE · 01 SEP 2026
Product-level observations, with the limits left intact.
Each note distinguishes what a captured test establishes from what remains uncertain. No universal score and no guaranteed ranking, recommendation, traffic or sales outcome.
A product can be found, understood and fairly compared without appearing first. Separating retrieval, inclusion, comparison and ordering reveals whether there is a useful problem to fix.