{
  "title": "What AI engines cited when asked about ai governance on 10 October 2026",
  "measured_on": "2026-10-10",
  "published_by": "The Assurance Desk (theassurancedesk.com)",
  "method": "A single dated snapshot of the Desk’s existing UK buyer-question panel. Gemini 2.5 Flash was queried through its search-enabled API; Google AI Mode and AI Overviews were captured through the existing search-results collector. These are three Google services, not three independent companies. Each recorded question/service pair is counted once. We count recorded citation entries, including repeats inside an answer; a website counts once per answer in the website-frequency table. Domains come from the URL host, with www. removed; subdomains remain separate. An official link means ico.org.uk, gov.uk or its subdomains, a .gov host, or europa.eu and its subdomains. UKAS, ISO and IAPP are not counted in that narrow official category.",
  "limits": "This topic contains 9 of the panel’s 45 selected buyer questions, covering providers and practical choices rather than law alone. We report 24 recorded answers from 10 October 2026. Gemini and AI Mode have an answer for every selected question; AI Overviews coverage is incomplete. Missing records are not zero citations and do not prove that no overview was shown. A recorded answer with no citation entries means none were captured, not that no sources exist. No comparisons of engine quality, accuracy, popularity, all-web market share or change over time follow from this sample. There are no dedicated ISO 27001, SOC 2, Cyber Essentials or ransomware questions in this panel. The API run location is not a verified UK human browsing location; UK describes the question framing. Citations do not endorse the cited organisation.",
  "questions": [
    "ai governance consultants that don't sell their own software",
    "ai governance platform for financial services fca",
    "best ai governance platform uk",
    "best ai governance software for eu ai act compliance",
    "do i need a dpo, a consultant or ai governance software",
    "do we need a separate ai governance tool if we already have a compliance platform",
    "is there an actual qualification for ai governance",
    "uk company with no eu office who can help with eu ai act compliance",
    "who can write an ai policy for a uk company"
  ],
  "topic_question_ids": [
    "p005",
    "p006",
    "p010",
    "p016",
    "p019",
    "p020",
    "p023",
    "p032",
    "p044"
  ],
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    "answers_citing_a_source": 22,
    "sources_cited": 198,
    "official_cited": 6,
    "answers_citing_an_official_source": 3,
    "different_websites": 153
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      "questions_in_topic": 9,
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      "questions_in_topic": 9,
      "answers_with_citations": 7,
      "recorded_links": 20,
      "official_links": 1
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      "engine": "Google AI Overviews",
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      "questions_in_topic": 9,
      "answers_with_citations": 6,
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      "official_links": 0
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