Direct questions · No. 02 / 31

2. Why does ChatGPT recommend our competitors but not us?

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Treat the omission as a diagnostic question, not proof that your company has an authority problem. First establish whether the exclusion recurs under comparable conditions and whether the question accurately describes a customer you serve.

Repeated-query research from SparkToro and Gumshoe found substantial variation in recommendation lists, their order and their length. That makes a single screenshot weak evidence for commissioning a remediation programme. (sparktoro.com)

Investigate these possibilities separately:

Possible explanation—not an established causeWhat to inspectSensible next action
Your product does not satisfy the requestRequired integrations, company size, geography, budget and deployment modelConfirm product fit before changing content
The question describes the wrong categoryCustomer language versus internal positioningRewrite the test around validated buying needs
Relevant information is inaccessibleImportant pages, indexing status, crawler access and security controlsCommission a technical check
Product evidence is missing or unclearPricing, integration, migration and security documentationImprove the specific missing explanation
External sources contain incomplete informationExact cited pages and their publication datesRequest factual corrections where appropriate
The result is unstableRepeated answers across dates and fresh sessionsCollect more evidence before spending

A useful diagnosis might be: “We recur in general category answers but disappear when the buyer requires a particular integration.” That is more actionable than “our GEO score is low”.

Sources cited on this page

  1. sparktoro.com sparktoro.com/blog/new-research-ais-are-highly-inconsistent-when-recommending-br

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