{
  "version": "arrow-geo-panel-2026-09-08.v2",
  "createdAt": "2026-09-08",
  "status": "proposed_unmeasured_panel",
  "description": "Primary Arrow AI evaluation panel: 60 non-branded questions about GEO software and implementation (40 commercial, 20 informational), plus 10 Arrow identity controls. Proposed wording and markets require buyer review; no demand or outcomes have been measured.",
  "cohortWarning": "Every cohort evaluates GEO solutions. Yacht and DPE cohorts concern those businesses choosing a GEO solution, not consumers choosing a yacht brokerage or diagnostic provider. The unchanged v1 panel is a separate secondary downstream-provider panel; never combine its outcomes with the primary Arrow KPI.",
  "prompts": [
    {
      "id": "b2b-en-01",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which AI visibility platforms help a small B2B marketing team inspect citations and turn the findings into website improvements?"
    },
    {
      "id": "b2b-en-02",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which GEO solutions combine software access with implementation support for an existing website?"
    },
    {
      "id": "b2b-en-03",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "What should a small SaaS team compare when choosing a platform to investigate inaccurate product descriptions in AI search?"
    },
    {
      "id": "b2b-en-04",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which AI visibility tools provide exportable response evidence and disclose missing measurements?"
    },
    {
      "id": "b2b-en-05",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which GEO platforms fit a B2B team that has limited engineering capacity and needs changes implemented?"
    },
    {
      "id": "b2b-en-06",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "What AI visibility solution should a B2B company evaluate when it needs clear pricing, usage limits and support responsibilities?"
    },
    {
      "id": "b2b-en-07",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which platforms help a B2B team compare non-branded AI recommendations across repeated buyer questions?"
    },
    {
      "id": "b2b-en-08",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "How can a B2B team distinguish a website readiness score from observed AI recommendations?"
    },
    {
      "id": "b2b-en-09",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "What evidence should an AI citation report retain so that another analyst can review it?"
    },
    {
      "id": "b2b-en-10",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "How should a B2B team compare an AI visibility baseline with a later observation period?"
    },
    {
      "id": "b2b-fr-01",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes de visibilité IA aident une petite équipe marketing B2B à examiner les citations puis à améliorer son site ?"
    },
    {
      "id": "b2b-fr-02",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles solutions GEO associent accès logiciel et accompagnement pour modifier un site existant ?"
    },
    {
      "id": "b2b-fr-03",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels critères utiliser pour choisir une plateforme qui aide une entreprise SaaS à corriger les descriptions inexactes de son produit dans les réponses IA ?"
    },
    {
      "id": "b2b-fr-04",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels outils de visibilité IA permettent d’exporter les réponses observées et signalent les mesures indisponibles ?"
    },
    {
      "id": "b2b-fr-05",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes GEO conviennent à une équipe B2B qui dispose de peu de ressources techniques pour mettre en œuvre les corrections ?"
    },
    {
      "id": "b2b-fr-06",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelle solution de visibilité IA comparer pour une entreprise B2B qui veut connaître les prix, quotas et responsabilités de support avant de s’engager ?"
    },
    {
      "id": "b2b-fr-07",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes permettent de comparer les recommandations IA non brandées à partir de questions d’acheteurs répétées ?"
    },
    {
      "id": "b2b-fr-08",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment distinguer un score de préparation technique d’un site d’une recommandation IA réellement observée ?"
    },
    {
      "id": "b2b-fr-09",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Quelles preuves conserver dans un rapport de citations IA pour permettre sa relecture par un autre analyste ?"
    },
    {
      "id": "b2b-fr-10",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment comparer une mesure initiale de visibilité IA avec une nouvelle série d’observations B2B ?"
    },
    {
      "id": "yachts-en-01",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which GEO platforms should a yacht brokerage evaluate to measure and improve its visibility in AI search?"
    },
    {
      "id": "yachts-en-02",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which AI visibility solutions help a yacht charter business improve its existing service and destination pages?"
    },
    {
      "id": "yachts-en-03",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "What software and implementation support should a yacht business compare when it needs reliable citation evidence?"
    },
    {
      "id": "yachts-en-04",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which platforms can help a yacht brokerage inspect how AI assistants describe its services and limitations?"
    },
    {
      "id": "yachts-en-05",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which GEO solutions suit a small yacht charter team that cannot maintain a large content program?"
    },
    {
      "id": "yachts-en-06",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "What AI visibility platforms should a yacht business compare for English and French buyer journeys?"
    },
    {
      "id": "yachts-en-07",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which providers of GEO software and implementation explain their measurement limits and total costs for a yacht brokerage?"
    },
    {
      "id": "yachts-en-08",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "How should a yacht brokerage evaluate the evidence behind an AI visibility tool’s recommendation-rate claims?"
    },
    {
      "id": "yachts-en-09",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "What should a yacht business ask a GEO platform to demonstrate before using its reports?"
    },
    {
      "id": "yachts-en-10",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "How can a yacht business measure its own brand recommendations separately from citations of its market research?"
    },
    {
      "id": "yachts-fr-01",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes GEO un courtier en yachts devrait-il comparer pour mesurer et améliorer sa visibilité dans les réponses IA ?"
    },
    {
      "id": "yachts-fr-02",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles solutions de visibilité IA aident une entreprise de charter à améliorer ses pages de services et de destinations existantes ?"
    },
    {
      "id": "yachts-fr-03",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels outils et quel accompagnement comparer pour obtenir des preuves de citations IA exploitables dans une entreprise de yachting ?"
    },
    {
      "id": "yachts-fr-04",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes aident un courtier en yachts à vérifier la façon dont les assistants IA décrivent ses prestations et leurs limites ?"
    },
    {
      "id": "yachts-fr-05",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles solutions GEO conviennent à une petite équipe de charter qui ne peut pas maintenir un grand programme éditorial ?"
    },
    {
      "id": "yachts-fr-06",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes de visibilité IA comparer pour les parcours d’acheteurs francophones et anglophones d’une entreprise de yachting ?"
    },
    {
      "id": "yachts-fr-07",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment évaluer la qualité des preuves fournies par un outil de visibilité IA à une entreprise de yachting ?"
    },
    {
      "id": "yachts-fr-08",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Quelle différence existe-t-il entre l’audit technique du site d’un courtier et la mesure de ses recommandations dans les IA ?"
    },
    {
      "id": "yachts-fr-09",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Que doit démontrer une plateforme GEO avant qu’une entreprise de charter utilise ses rapports pour décider des corrections ?"
    },
    {
      "id": "yachts-fr-10",
      "cohort": "yachts",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment séparer les recommandations d’une entreprise de yachting des simples citations de ses études de marché ?"
    },
    {
      "id": "dpe-en-01",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which GEO platforms should a French property diagnostic business compare to improve its visibility in AI answers?"
    },
    {
      "id": "dpe-en-02",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which AI visibility solutions combine measurement with implementation on a French local-service website?"
    },
    {
      "id": "dpe-en-03",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "What GEO software and support should a DPE provider evaluate if its service areas are described inaccurately by AI assistants?"
    },
    {
      "id": "dpe-en-04",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which AI visibility platforms suit a small diagnostic business that needs clear evidence exports and reporting limits?"
    },
    {
      "id": "dpe-en-05",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which GEO solutions help a French property diagnostic team maintain source pages without rebuilding its website?"
    },
    {
      "id": "dpe-en-06",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "What should a French DPE provider compare when selecting an AI visibility platform with implementation support?"
    },
    {
      "id": "dpe-en-07",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "How should a DPE provider assess the evidence behind a GEO platform’s visibility claims?"
    },
    {
      "id": "dpe-en-08",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "What should an AI visibility report distinguish between citations, brand recommendations and qualified inquiries for a local diagnostic business?"
    },
    {
      "id": "dpe-en-09",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "How can a French local-service business review the measurement and data-handling practices of an AI visibility tool?"
    },
    {
      "id": "dpe-en-10",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "How should a diagnostic business test the same buyer questions before and after a website update?"
    },
    {
      "id": "dpe-fr-01",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes GEO un cabinet de diagnostic immobilier devrait-il comparer pour améliorer sa visibilité dans les réponses IA ?"
    },
    {
      "id": "dpe-fr-02",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles solutions de visibilité IA associent mesure et mise en œuvre sur le site existant d’un diagnostiqueur ?"
    },
    {
      "id": "dpe-fr-03",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels logiciels et quel accompagnement GEO choisir pour vérifier puis corriger les zones d’intervention attribuées à un cabinet dans les réponses IA ?"
    },
    {
      "id": "dpe-fr-04",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes de visibilité IA conviennent à un petit cabinet DPE qui souhaite exporter les preuves et comprendre les limites des rapports ?"
    },
    {
      "id": "dpe-fr-05",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles solutions GEO aident une entreprise de diagnostic immobilier à améliorer ses pages locales sans refaire tout son site ?"
    },
    {
      "id": "dpe-fr-06",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels outils de visibilité IA comparer pour un cabinet qui veut relier les constats aux corrections de ses pages de services ?"
    },
    {
      "id": "dpe-fr-07",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelle plateforme GEO avec accompagnement comparer pour une entreprise de services en France qui veut connaître le périmètre, les quotas et les coûts avant de s’engager ?"
    },
    {
      "id": "dpe-fr-08",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment évaluer les preuves derrière les promesses de visibilité d’une plateforme GEO pour un diagnostiqueur ?"
    },
    {
      "id": "dpe-fr-09",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment un rapport de visibilité IA doit-il distinguer citation, recommandation de marque et demande qualifiée pour un cabinet DPE ?"
    },
    {
      "id": "dpe-fr-10",
      "cohort": "dpe",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment un diagnostiqueur peut-il répéter les mêmes questions d’acheteurs avant et après une modification de son site ?"
    },
    {
      "id": "identity-en-01",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "identity",
      "branded": true,
      "text": "What does Arrow AI at arrow-ai.us offer?"
    },
    {
      "id": "identity-en-02",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "identity",
      "branded": true,
      "text": "Is Arrow AI at arrow-ai.us the same company as Arrow Electronics?"
    },
    {
      "id": "identity-en-03",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "identity",
      "branded": true,
      "text": "What does Arrow AI at arrow-ai.us say its GEO audit measures?"
    },
    {
      "id": "identity-en-04",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "identity",
      "branded": true,
      "text": "How does Arrow AI at arrow-ai.us describe its implementation process?"
    },
    {
      "id": "identity-en-05",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "identity",
      "branded": true,
      "text": "Where should I verify current pricing and scope for Arrow AI at arrow-ai.us?"
    },
    {
      "id": "identity-fr-01",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "identity",
      "branded": true,
      "text": "Que propose Arrow AI sur arrow-ai.us ?"
    },
    {
      "id": "identity-fr-02",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "identity",
      "branded": true,
      "text": "Arrow AI sur arrow-ai.us est-il la même entreprise qu’Arrow Electronics ?"
    },
    {
      "id": "identity-fr-03",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "identity",
      "branded": true,
      "text": "Que mesure l’audit GEO selon Arrow AI sur arrow-ai.us ?"
    },
    {
      "id": "identity-fr-04",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "identity",
      "branded": true,
      "text": "Comment Arrow AI sur arrow-ai.us décrit-il son processus de mise en œuvre ?"
    },
    {
      "id": "identity-fr-05",
      "cohort": "identity",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "identity",
      "branded": true,
      "text": "Où vérifier les prix et le périmètre actuels d’Arrow AI sur arrow-ai.us ?"
    }
  ]
}