{
  "dataset_id": "raip-ai-search-visibility-2026-07",
  "title": "AI search visibility in the EU AI Act market: July 2026 benchmark",
  "description": "First-party benchmark of whether Responsible AI Platform, Embed AI and LearnWize were named or cited across 61 knowledge and purchase-oriented prompts evaluated on two AI search engines.",
  "publisher": {
    "name": "Responsible AI Platform",
    "url": "https://www.aiactblog.nl"
  },
  "creator": {
    "name": "Zahed Ashkara",
    "url": "https://www.aiactblog.nl/en/zahed-ashkara"
  },
  "published_at": "2026-07-21",
  "reviewed_at": "2026-07-21",
  "collection_period": {
    "start": "2026-06-30",
    "end": "2026-07-06"
  },
  "methodology": {
    "distinct_prompts": 61,
    "prompt_engine_observations": 122,
    "prompt_sets": [
      {
        "scope": "knowledge",
        "prompt_set_version": "2026-06-28",
        "collected_on": "2026-06-30",
        "distinct_prompts": 45,
        "engines": [
          "perplexity/sonar-pro",
          "openai/gpt-4o-search-preview"
        ]
      },
      {
        "scope": "purchase",
        "prompt_set_version": "2026-07-06",
        "collected_on": "2026-07-06",
        "distinct_prompts": 16,
        "engines": [
          "perplexity/sonar-pro",
          "openai/gpt-4o-search-preview"
        ]
      }
    ],
    "interface": "OpenRouter Chat Completions API",
    "max_output_tokens_per_observation": 600,
    "definitions": {
      "portfolio_named": "At least one configured portfolio brand matcher appeared in the model answer text.",
      "portfolio_cited": "At least one citation URL used a configured portfolio domain.",
      "source_domain_occurrence": "One extracted citation URL assigned to a domain. A domain can occur more than once in one response."
    },
    "normalization": [
      "A legacy technical brand label was normalized to Responsible AI Platform.",
      "Three Dutch purchase prompts carried an EN source label. Their public language value is corrected to nl-NL and the source label is retained.",
      "Query strings and fragments were removed from portfolio citation URLs."
    ],
    "excluded_fields": [
      "Full model answers",
      "Answer excerpts",
      "API response metadata not needed to reproduce the published counts"
    ]
  },
  "aggregate": {
    "distinct_prompt_count": 61,
    "prompt_engine_observation_count": 122,
    "portfolio_named_observation_count": 17,
    "portfolio_named_observation_rate": 0.1393,
    "portfolio_cited_observation_count": 46,
    "portfolio_cited_observation_rate": 0.377
  },
  "limitations": [
    "This is a time-bound model snapshot, not a general search ranking or market-share estimate.",
    "Only two model configurations were measured and each prompt was run once per engine.",
    "The prompt sets are focused on the EU AI Act market and are not statistically representative of all user questions.",
    "The purchase set contains 13 Dutch and 3 English prompts after language correction, so it is weighted toward the Dutch market.",
    "Model indexes, retrieval systems and answers can change without notice.",
    "A model can name several portfolio brands or cite several portfolio domains in one answer, so brand-level counts do not sum to prompt-level counts."
  ],
  "summaries": [
    {
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "prompt_count": 45,
      "portfolio_named_prompt_count": 2,
      "portfolio_named_prompt_rate": 0.0444,
      "portfolio_cited_prompt_count": 26,
      "portfolio_cited_prompt_rate": 0.5778,
      "named_brand_prompt_counts": {
        "Embed AI": 2,
        "Responsible AI Platform": 1
      },
      "cited_portfolio_domain_prompt_counts": {
        "aiactblog.nl": 21,
        "embedai.nl": 10,
        "learnwize.ai": 3
      },
      "top_source_domain_occurrences": [
        {
          "domain": "artificialintelligenceact.eu",
          "count": 51
        },
        {
          "domain": "aiactblog.nl",
          "count": 44
        },
        {
          "domain": "digital-strategy.ec.europa.eu",
          "count": 36
        },
        {
          "domain": "linkedin.com",
          "count": 15
        },
        {
          "domain": "regulation-ai.eu",
          "count": 15
        },
        {
          "domain": "aicompliancehub.nl",
          "count": 14
        },
        {
          "domain": "embedai.nl",
          "count": 13
        },
        {
          "domain": "ai-act-service-desk.ec.europa.eu",
          "count": 9
        },
        {
          "domain": "youtube.com",
          "count": 8
        },
        {
          "domain": "europarl.europa.eu",
          "count": 8
        },
        {
          "domain": "kla.digital",
          "count": 8
        },
        {
          "domain": "ictrecht.nl",
          "count": 7
        },
        {
          "domain": "autoriteitpersoonsgegevens.nl",
          "count": 6
        },
        {
          "domain": "lexology.com",
          "count": 6
        },
        {
          "domain": "euaiact.com",
          "count": 5
        },
        {
          "domain": "sota.io",
          "count": 5
        },
        {
          "domain": "normwijzer.nl",
          "count": 4
        },
        {
          "domain": "whisperly.ai",
          "count": 4
        },
        {
          "domain": "learnwize.ai",
          "count": 4
        },
        {
          "domain": "ey.com",
          "count": 4
        },
        {
          "domain": "deloitte.com",
          "count": 4
        },
        {
          "domain": "twobirds.com",
          "count": 4
        },
        {
          "domain": "privacy-web.nl",
          "count": 4
        },
        {
          "domain": "verifywise.ai",
          "count": 4
        },
        {
          "domain": "glocertinternational.com",
          "count": 4
        }
      ],
      "competitor_named_prompt_counts": {
        "ComplyAI": 2,
        "artificialintelligenceact.eu": 1
      }
    },
    {
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "openai/gpt-4o-search-preview",
      "prompt_count": 45,
      "portfolio_named_prompt_count": 7,
      "portfolio_named_prompt_rate": 0.1556,
      "portfolio_cited_prompt_count": 7,
      "portfolio_cited_prompt_rate": 0.1556,
      "named_brand_prompt_counts": {
        "LearnWize": 1,
        "Responsible AI Platform": 6
      },
      "cited_portfolio_domain_prompt_counts": {
        "aiactblog.nl": 6,
        "learnwize.ai": 1
      },
      "top_source_domain_occurrences": [
        {
          "domain": "aiactblog.nl",
          "count": 7
        },
        {
          "domain": "ai-act-service-desk.ec.europa.eu",
          "count": 7
        },
        {
          "domain": "euai-act.com",
          "count": 6
        },
        {
          "domain": "digital-strategy.ec.europa.eu",
          "count": 3
        },
        {
          "domain": "youtube.com",
          "count": 3
        },
        {
          "domain": "regulatoryai.eu",
          "count": 3
        },
        {
          "domain": "artificialintelligenceact.eu",
          "count": 3
        },
        {
          "domain": "aicertify.eu",
          "count": 3
        },
        {
          "domain": "consilium.europa.eu",
          "count": 3
        },
        {
          "domain": "haffa.ai",
          "count": 3
        },
        {
          "domain": "aiassurance.institute",
          "count": 2
        },
        {
          "domain": "actactact.com",
          "count": 2
        },
        {
          "domain": "training.regunav.com",
          "count": 2
        },
        {
          "domain": "fygurs.com",
          "count": 2
        },
        {
          "domain": "impetora.com",
          "count": 2
        },
        {
          "domain": "arxiv.org",
          "count": 2
        },
        {
          "domain": "techradar.com",
          "count": 2
        },
        {
          "domain": "partnerscope.eu",
          "count": 2
        },
        {
          "domain": "iso.org",
          "count": 2
        },
        {
          "domain": "aiactgap.com",
          "count": 2
        },
        {
          "domain": "myaisight.com",
          "count": 2
        },
        {
          "domain": "itpro.com",
          "count": 2
        },
        {
          "domain": "aisecurityandsafety.org",
          "count": 2
        },
        {
          "domain": "axlio.com",
          "count": 1
        },
        {
          "domain": "compliance-kit.eu",
          "count": 1
        }
      ],
      "competitor_named_prompt_counts": {
        "Considerati": 4,
        "artificialintelligenceact.eu": 3,
        "aiactgap": 2,
        "Edstellar": 1,
        "PwC": 1
      }
    },
    {
      "scope": "purchase",
      "collection_date": "2026-07-06",
      "prompt_set_version": "2026-07-06",
      "engine": "perplexity/sonar-pro",
      "prompt_count": 16,
      "portfolio_named_prompt_count": 5,
      "portfolio_named_prompt_rate": 0.3125,
      "portfolio_cited_prompt_count": 10,
      "portfolio_cited_prompt_rate": 0.625,
      "named_brand_prompt_counts": {
        "Embed AI": 4,
        "LearnWize": 3,
        "Responsible AI Platform": 1
      },
      "cited_portfolio_domain_prompt_counts": {
        "aiactblog.nl": 9,
        "embedai.nl": 5,
        "learnwize.ai": 2
      },
      "top_source_domain_occurrences": [
        {
          "domain": "aiactblog.nl",
          "count": 15
        },
        {
          "domain": "aicompliancehub.nl",
          "count": 9
        },
        {
          "domain": "embedai.nl",
          "count": 8
        },
        {
          "domain": "artificialintelligenceact.eu",
          "count": 5
        },
        {
          "domain": "digital-strategy.ec.europa.eu",
          "count": 5
        },
        {
          "domain": "datanorth.ai",
          "count": 4
        },
        {
          "domain": "bg.legal",
          "count": 4
        },
        {
          "domain": "clevertech.nl",
          "count": 3
        },
        {
          "domain": "consulting.tuv.com",
          "count": 3
        },
        {
          "domain": "verifywise.ai",
          "count": 3
        },
        {
          "domain": "nl.indeed.com",
          "count": 3
        },
        {
          "domain": "gaide.nl",
          "count": 3
        },
        {
          "domain": "khairos.ai",
          "count": 3
        },
        {
          "domain": "sgs.com",
          "count": 3
        },
        {
          "domain": "youtube.com",
          "count": 3
        },
        {
          "domain": "veriai.nl",
          "count": 2
        },
        {
          "domain": "protiviti.com",
          "count": 2
        },
        {
          "domain": "business.gov.nl",
          "count": 2
        },
        {
          "domain": "aisuperior.com",
          "count": 2
        },
        {
          "domain": "consultancy.nl",
          "count": 2
        },
        {
          "domain": "dutch-ai.nl",
          "count": 2
        },
        {
          "domain": "aiadopt.eu",
          "count": 2
        },
        {
          "domain": "ai.nl",
          "count": 2
        },
        {
          "domain": "teacher4ai.net",
          "count": 2
        },
        {
          "domain": "peoplerock.nl",
          "count": 2
        }
      ],
      "competitor_named_prompt_counts": {
        "aicompliancehub.nl": 1,
        "Deloitte": 1,
        "ICTRecht": 1
      }
    },
    {
      "scope": "purchase",
      "collection_date": "2026-07-06",
      "prompt_set_version": "2026-07-06",
      "engine": "openai/gpt-4o-search-preview",
      "prompt_count": 16,
      "portfolio_named_prompt_count": 3,
      "portfolio_named_prompt_rate": 0.1875,
      "portfolio_cited_prompt_count": 3,
      "portfolio_cited_prompt_rate": 0.1875,
      "named_brand_prompt_counts": {
        "Embed AI": 1,
        "Responsible AI Platform": 2
      },
      "cited_portfolio_domain_prompt_counts": {
        "aiactblog.nl": 2,
        "embedai.nl": 1
      },
      "top_source_domain_occurrences": [
        {
          "domain": "google.com",
          "count": 8
        },
        {
          "domain": "aiactblog.nl",
          "count": 2
        },
        {
          "domain": "normiq.eu",
          "count": 2
        },
        {
          "domain": "senecai.eu",
          "count": 2
        },
        {
          "domain": "aiadopt.eu",
          "count": 1
        },
        {
          "domain": "spaik.io",
          "count": 1
        },
        {
          "domain": "nexus-ai.nl",
          "count": 1
        },
        {
          "domain": "aicompliancehub.nl",
          "count": 1
        },
        {
          "domain": "proofai.nl",
          "count": 1
        },
        {
          "domain": "argus-its.nl",
          "count": 1
        },
        {
          "domain": "algoritmehub.com",
          "count": 1
        },
        {
          "domain": "dossentia.com",
          "count": 1
        },
        {
          "domain": "clearact.ai",
          "count": 1
        },
        {
          "domain": "nordis.ai",
          "count": 1
        },
        {
          "domain": "sentinelstack.tech",
          "count": 1
        },
        {
          "domain": "aiactify.eu",
          "count": 1
        },
        {
          "domain": "eucompliai.com",
          "count": 1
        },
        {
          "domain": "lexsight.eu",
          "count": 1
        },
        {
          "domain": "actscope.eu",
          "count": 1
        },
        {
          "domain": "actproof.ai",
          "count": 1
        },
        {
          "domain": "euqa.ai",
          "count": 1
        },
        {
          "domain": "adheran.com",
          "count": 1
        },
        {
          "domain": "actly.eu",
          "count": 1
        },
        {
          "domain": "inacta.eu",
          "count": 1
        },
        {
          "domain": "article26.eu",
          "count": 1
        }
      ],
      "competitor_named_prompt_counts": {
        "aicompliancehub.nl": 1,
        "ComplyAI": 1
      }
    }
  ],
  "observations": [
    {
      "observation_id": "knowledge-perplexity-sonar-pro-01",
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "language": "nl-NL",
      "source_language_label": "NL",
      "prompt": "Hoe toon ik aan dat mijn medewerkers AI-geletterd zijn onder artikel 4 van de EU AI Act?",
      "portfolio_named": false,
      "named_brands": [],
      "portfolio_cited": true,
      "cited_portfolio_domains": [
        "aiactblog.nl"
      ],
      "cited_portfolio_urls": [
        "https://www.aiactblog.nl/nl/ai-act/artikel/4",
        "https://www.aiactblog.nl/nl/ai-geletterdheid",
        "https://www.aiactblog.nl/nl/ai-geletterdheid/whitepaper"
      ],
      "competitors_named": [],
      "source_count": 15,
      "source_domains": [
        "digital-strategy.ec.europa.eu",
        "aiactblog.nl",
        "ai-act-service-desk.ec.europa.eu",
        "secureaudit.nl",
        "artificialintelligenceact.eu",
        "pixel.management",
        "normwijzer.nl",
        "vaia.be",
        "aiactblog.nl",
        "arbeitswissenschaft.net",
        "artificialintelligenceact.eu",
        "aiactblog.nl",
        "autoriteitpersoonsgegevens.nl",
        "bmds.bund.de",
        "oks.de"
      ]
    },
    {
      "observation_id": "knowledge-perplexity-sonar-pro-02",
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "language": "en-US",
      "source_language_label": "EN",
      "prompt": "How do I prove my employees are AI literate under Article 4 of the EU AI Act?",
      "portfolio_named": false,
      "named_brands": [],
      "portfolio_cited": false,
      "cited_portfolio_domains": [],
      "cited_portfolio_urls": [],
      "competitors_named": [],
      "source_count": 14,
      "source_domains": [
        "artificialintelligenceact.eu",
        "landauai.com",
        "digital-strategy.ec.europa.eu",
        "euaiact.com",
        "youtube.com",
        "nils-urbach.de",
        "aiso-learn.com",
        "bryq.com",
        "ransomleak.com",
        "datamatters.sidley.com",
        "navex.com",
        "linkedin.com",
        "whisperly.ai",
        "vaia.be"
      ]
    },
    {
      "observation_id": "knowledge-perplexity-sonar-pro-03",
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "language": "nl-NL",
      "source_language_label": "NL",
      "prompt": "Wat moet er in een artikel 4 bewijsdossier voor AI-geletterdheid?",
      "portfolio_named": false,
      "named_brands": [],
      "portfolio_cited": true,
      "cited_portfolio_domains": [
        "aiactblog.nl",
        "embedai.nl",
        "learnwize.ai"
      ],
      "cited_portfolio_urls": [
        "https://www.aiactblog.nl/nl/artikel-4-ai-geletterdheid-bewijs",
        "https://learnwize.ai/nl/artikel-4-bewijsdossier",
        "https://www.aiactblog.nl/nl/ai-geletterdheid-compliance",
        "https://embedai.nl/nl/diensten/ai-geletterdheid-compliance-traject",
        "https://www.aiactblog.nl/nl/diensten/ai-geletterdheid-implementatie",
        "https://embedai.nl/nl/diensten/ai-geletterdheid-bewijs-2026"
      ],
      "competitors_named": [],
      "source_count": 13,
      "source_domains": [
        "aiactblog.nl",
        "learnwize.ai",
        "aiactblog.nl",
        "embedai.nl",
        "autoriteitpersoonsgegevens.nl",
        "verantwoordai.nl",
        "aiactblog.nl",
        "aigeletterdheid.academy",
        "innoworks.ai",
        "digital-strategy.ec.europa.eu",
        "embedai.nl",
        "peoplerock.nl",
        "minbzk.github.io"
      ]
    },
    {
      "observation_id": "knowledge-perplexity-sonar-pro-04",
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "language": "en-US",
      "source_language_label": "EN",
      "prompt": "What goes into an EU AI Act Article 4 AI literacy evidence dossier?",
      "portfolio_named": false,
      "named_brands": [],
      "portfolio_cited": true,
      "cited_portfolio_domains": [
        "aiactblog.nl"
      ],
      "cited_portfolio_urls": [
        "https://www.aiactblog.nl/nl/artikel-4-ai-geletterdheid-bewijs"
      ],
      "competitors_named": [],
      "source_count": 13,
      "source_domains": [
        "sota.io",
        "artificialintelligenceact.eu",
        "aiactblog.nl",
        "euaiact.com",
        "aiso-learn.com",
        "fim-rc.de",
        "digital-strategy.ec.europa.eu",
        "papers.ssrn.com",
        "academia.edu",
        "ransomleak.com",
        "cranium.ai",
        "artificialintelligenceact.eu",
        "linkedin.com"
      ]
    },
    {
      "observation_id": "knowledge-perplexity-sonar-pro-05",
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "language": "nl-NL",
      "source_language_label": "NL",
      "prompt": "Wat is de beste AI-geletterdheid training voor de EU AI Act?",
      "portfolio_named": false,
      "named_brands": [],
      "portfolio_cited": true,
      "cited_portfolio_domains": [
        "embedai.nl"
      ],
      "cited_portfolio_urls": [
        "https://embedai.nl/nl/diensten/ai-geletterdheid-masterclass",
        "https://embedai.nl/en/diensten/ai-geletterdheid-masterclass"
      ],
      "competitors_named": [],
      "source_count": 15,
      "source_domains": [
        "artificialintelligenceact.eu",
        "ai-complianceacademy.nl",
        "aiadopt.eu",
        "teacher4ai.net",
        "aigeletterdheid.academy",
        "projectimpact.nl",
        "embedai.nl",
        "hansdemeyer.be",
        "peoplerock.nl",
        "ipeople.nl",
        "copilot-academy.nl",
        "digital-strategy.ec.europa.eu",
        "embedai.nl",
        "digital-strategy.ec.europa.eu",
        "artificialintelligenceact.eu"
      ]
    },
    {
      "observation_id": "knowledge-perplexity-sonar-pro-06",
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "language": "en-US",
      "source_language_label": "EN",
      "prompt": "What is the best AI literacy training for EU AI Act compliance?",
      "portfolio_named": false,
      "named_brands": [],
      "portfolio_cited": false,
      "cited_portfolio_domains": [],
      "cited_portfolio_urls": [],
      "competitors_named": [],
      "source_count": 15,
      "source_domains": [
        "artificialintelligenceact.eu",
        "regulation-ai.eu",
        "compliquest.com",
        "qa.com",
        "digital-strategy.ec.europa.eu",
        "data-privacy-office.eu",
        "artificialintelligenceact.eu",
        "digital-strategy.ec.europa.eu",
        "linkedin.com",
        "navex.com",
        "cuatrecasas.com",
        "coursera.org",
        "simmons-simmons.com",
        "lw.com",
        "datamatters.sidley.com"
      ]
    },
    {
      "observation_id": "knowledge-perplexity-sonar-pro-07",
      "scope": "knowledge",
      "collection_date": "2026-06-30",
      "prompt_set_version": "2026-06-28",
      "engine": "perplexity/sonar-pro",
      "language": "en-US",
      "source_language_label": "EN",
      "prompt": "Best EU AI Act training platforms for organizations",
      "portfolio_named": false,
      "named_brands": [],
      "portfolio_cited": false,
      "cited_portfolio_domains": [],
      "cited_portfolio_urls": [],
      "competitors_named": [],
      "source_count": 15,
      "source_domains": [
        "qa.com",
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