Limited AI recommendation-integrity pilot

Measure which products selected AI answers name.

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

6,056saved legacy model runs inspected
6,026eligible legacy responses
45answers in the example baseline
31 matchesproduct-family rule; serial numbers not assessed

The proposed decision layer

See which product AI puts on the shortlist.

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.

01

Panel shortlist presence

Report how often a reviewed entity appears in the frozen prompt, answer-surface, locale, and collection panel—never as market share.

02

Product-family patterns

Map a mention to an exact SKU only when uniquely identifiable; preserve family-level, predecessor, competitor, and unresolved mentions as such.

03

Integrity register

A reviewer checks selected material claims against dated first-party or regulator evidence and records what remains unverified.

Repeated recommendation signals resolving to one exact product record and a verified evidence marker
Repeat → resolve → review.The pilot is designed around a dated evidence graph and transparent uncertainty—not a screenshot or a secret score.

A controlled panel, not a screenshot

Evidence your team can defend.

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.

01 · FREEZE

Shopping intents

Approve a versioned panel of unbranded use-case, constraint, comparison, and switching questions.

02 · REPEAT

Declared surfaces

Randomize isolated runs across explicitly named answer surfaces, locale, and time. Retain source-answer identifiers and settings for client audit.

03 · RESOLVE

SKU + evidence graph

Map dated aliases, variants, and successors, then verify material facts against primary sources.

04 · REPORT

Evidence, not theatre

Show intervals, prompt sensitivity, and source-linked exceptions. A failed call is missing—not a brand non-mention.

Founder pricing

Start with one SKU. Expand by category.

Indicative business-pilot pricing. Final scope, surface access, timing, and a written quote are confirmed before work begins.

Free SKU fit check

A$0
  • One SKU, category, and market
  • Eligibility for a low-risk pilot category
  • Proposed scope and evidence boundaries
  • No collection promised until confirmed
Request fit check

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

Is your category right for the pilot?

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.

No BotPicked analytics or advertising cookies. The host may use essential security cookies. Submitting only opens a prefilled draft in your email app; this website does not receive or store the form unless you choose to send that email.