Panel shortlist presence
Report how often a reviewed entity appears in the frozen prompt, answer-surface, locale, and collection panel—never as market share.
Limited AI recommendation-integrity pilot
BotPicked is piloting controlled tests of unbranded shopping questions for ecommerce and SEO agencies serving model-rich consumer brands. The proposed deliverable combines reviewed product resolution, selected fact checks, and a clearly scoped evidence report—not a market-share verdict.
Selected low-risk product categories only · No payment on this site · Scope confirmed first
The proposed decision layer
For challenger consumer brands and the ecommerce, SEO, and retail-media agencies testing whether AI names the current hero SKU, a predecessor, or a competitor.
Report how often a reviewed entity appears in the frozen prompt, answer-surface, locale, and collection panel—never as market share.
Map a mention to an exact SKU only when uniquely identifiable; preserve family-level, predecessor, competitor, and unresolved mentions as such.
A reviewer checks selected material claims against dated first-party or regulator evidence and records what remains unverified.

A controlled panel, not a screenshot
The proposed protocol separates observed results from interpretation, preserves raw evidence for client review, and reports uncertainty instead of hiding variance inside a proprietary score.
Approve a versioned panel of unbranded use-case, constraint, comparison, and switching questions.
Randomize isolated runs across explicitly named answer surfaces, locale, and time. Retain source-answer identifiers and settings for client audit.
Map dated aliases, variants, and successors, then verify material facts against primary sources.
Show intervals, prompt sensitivity, and source-linked exceptions. A failed call is missing—not a brand non-mention.
Founder pricing
Indicative business-pilot pricing. Final scope, surface access, timing, and a written quote are confirmed before work begins.
Paid pilot
Recurring monitoring is scoped only after a completed diagnostic. Business buyers only · no checkout · no performance, placement, traffic, or revenue guarantee.
Free SKU fit check
Bring one hero SKU, one market, and the decision you need to make. Selected low-risk consumer-product categories only. Health, child-safety, finance, cybersecurity, and other consequential categories are excluded.
If the request fits the limited pilot, we will confirm the exact scope, timing, evidence boundaries, and written quote by email before any collection begins.
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