What changed over time?
Compare the returning business panel with the earlier wave, accounting for changes in prompts, collection conditions and completed coverage.
Research · V6, Wave 2 · Preview
How reliably do AI systems recommend businesses, and how accurately can we measure it? V6, Wave 2 is being prepared to revisit AI visibility across time and collection methods.
Compare the returning business panel with the earlier wave, accounting for changes in prompts, collection conditions and completed coverage.
Examine repeated answers and prompt sensitivity by surface. Report observed absence separately from collection failures.
Compare consumer experiences with API conditions. Preserve the distinction between search-enabled and search-disabled collection.
[Pending: completed business count, matched panel, markets, surfaces and collection dates]
[Pending: reviewed per-surface results, denominators and uncertainty]
[Pending: comparable panel, equalized opportunities and sensitivity checks]
[Pending: final chart PNGs, accessible data descriptions and source URLs]
These labels reserve space for the final study. They are not estimates. There is no V6, Wave 2 paper, DOI or dataset download available from this preview.
Until V6, Wave 2 is reviewed, use the published study statistics and methodology hub. The earlier observational audit and exploratory methods pilot have their own limits; they are not V6, Wave 2 results.
Read the methods preview · View the press kit shell · Research inquiries
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