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QuestionsQ01Marketplaces

Where do AI assistants send my buyers?

Short answer

Mostly to the biggest names they already know — and the pattern shifts with every model release. That makes “who gets the buyer” a question for the platform, not for its sellers.

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A2 · minPrice 2500 EUR
updated
2026-10-22

/questions/where-do-assistants-send-buyers.md

01 / Evidence4 sources · type labelled

What the research shows

  1. 90–94%

    In unlabelled two-store comparisons, assistants picked the larger store 90–94% of the time.

    ALM Corp · 2026 · vendor

  2. 22 → 42%

    The top-10 merchants' share of ChatGPT Shopping links rose from 22.5% to 41.8% the day after one model update.

    Profound · 2026 · vendor

  3. Top 5

    Meta Muse's instructions put well-known merchants in its top five and take at most three open-web stores.

    PPC Land · 2026 · company-reported

  4. 0

    A retrieval layer in front of the model fully erased the advantage of a known brand.

    Chu & Hou, arXiv 2606.17443 · 2026 · independent

02 / Instrument · A2indicative · scoped per engagement

Routing & listing audit

Where assistants send your buyers, how they show your listings, and what to fix first.

€2,500from · one-off

All prices →
  1. 01Routing share against named competitors, with the reasons assistants give
  2. 02Listing quality: live or sold, price match, deep link, attribution
  3. 03Agent access: WAF blocks, JS-only content, missing schema
  4. 04Manual calibration in the consumer apps
  5. 05Prioritised fixes, each stamped with model and date
03 / What you getsample structure

03 / What you get

We run buyer intents in your markets and languages — “used road bike under €300 in Lyon”, “two-bedroom flat to rent in Porto” — through ChatGPT, Gemini and Claude with web search, 15 times per cell. For each answer we record the platform, the listings and the reason the assistant gives.

Routing share by assistantIllustrative · your report shows your values
DestinationChatGPTGeminiClaudeTop reason given
Your platform34%41%22%largest local selection
Horizontal competitor48%39%61%buyer protection
Vertical competitor18%20%17%specialist filters

gpt-6.1-solgemini-3.8-flashsonnet-5.5harness 0.4

04 / Limits

What this does not claim

  • It is not a forecast of what Muse, dots or any consumer agent will pick. API answers overlap with consumer apps on only 15–32% of brands, so we calibrate by hand in the consumer apps and say how well the two agree.

  • Routing share is a versioned index, not market share or conversion.

  • Readings expire with model releases. Each is stamped, and comparisons across an update are flagged.

05 / Next

We reply with a scope, a fixed price and a start date.

A2 · €2,500Request