Research note
Sampling Shopify AI Visibility Without Inventing a Ranking
A reproducible study design grounded in a five-store technical preflight, explicit denominators, source evidence, and non-fabricated provider observations.
Research
Publish the coverage, method, and limitation together.
SkuWatch AI Visibility Agent will not publish synthetic benchmarks as merchant evidence. Research notes explain what was tested, what was observed, and what remains uncertain.
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