{
  "version": "arrow-geo-panel-2026-09-07.v1",
  "createdAt": "2026-09-07",
  "status": "proposed_unmeasured_panel",
  "description": "60 non-branded questions (40 commercial, 20 informational) and 10 Arrow AI identity controls. Wording and markets are a proposed sampling plan, not measured customer demand.",
  "cohortWarning": "The yacht and DPE panels measure downstream providers. Their recommendations must never enter the Arrow AI platform recommendation KPI. Market is the intended market, not inferred user location.",
  "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 act on the findings?"
    },
    {
      "id": "b2b-en-02",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which tools let a B2B team compare AI recommendations using its own buyer questions?"
    },
    {
      "id": "b2b-en-03",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which AI visibility solutions include implementation support for an existing website?"
    },
    {
      "id": "b2b-en-04",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "What should a small SaaS team use to investigate inaccurate product descriptions in AI search?"
    },
    {
      "id": "b2b-en-05",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which platforms help marketing teams review the sources behind AI answers?"
    },
    {
      "id": "b2b-en-06",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "What AI visibility solution fits a B2B team with limited engineering capacity?"
    },
    {
      "id": "b2b-en-07",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "commercial",
      "branded": false,
      "text": "Which options help a marketing team connect AI search findings to website improvements?"
    },
    {
      "id": "b2b-en-08",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "How can a B2B team distinguish an AI citation from a commercial recommendation?"
    },
    {
      "id": "b2b-en-09",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "en",
      "market": "US",
      "intent": "informational",
      "branded": false,
      "text": "What evidence should an AI visibility report include before a marketing team acts on 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 AI search observations before and after a website change?"
    },
    {
      "id": "b2b-fr-01",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelle plateforme aide une petite équipe marketing B2B à examiner les citations IA puis à améliorer son site ?"
    },
    {
      "id": "b2b-fr-02",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels outils permettent de comparer les recommandations IA avec les questions réelles de ses acheteurs B2B ?"
    },
    {
      "id": "b2b-fr-03",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles solutions de visibilité IA proposent un accompagnement de mise en œuvre sur un site existant ?"
    },
    {
      "id": "b2b-fr-04",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quel outil choisir pour comprendre pourquoi une IA décrit mal les fonctionnalités de notre logiciel SaaS ?"
    },
    {
      "id": "b2b-fr-05",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelles plateformes permettent de vérifier les sources utilisées dans les réponses IA ?"
    },
    {
      "id": "b2b-fr-06",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quelle solution de visibilité IA convient à une entreprise B2B disposant de peu de ressources techniques ?"
    },
    {
      "id": "b2b-fr-07",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels outils aident une équipe marketing à transformer ses observations IA en corrections du site ?"
    },
    {
      "id": "b2b-fr-08",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment distinguer une citation de notre site d’une recommandation commerciale dans une réponse IA ?"
    },
    {
      "id": "b2b-fr-09",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Quelles preuves doit contenir un rapport de visibilité IA pour guider une décision marketing B2B ?"
    },
    {
      "id": "b2b-fr-10",
      "cohort": "b2b",
      "targetKind": "geo_platform",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment comparer les réponses IA avant et après une modification de notre site B2B ?"
    },
    {
      "id": "yachts-en-01",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "commercial",
      "branded": false,
      "text": "Which yacht brokerages help first-time buyers purchase a used motor yacht in the Mediterranean?"
    },
    {
      "id": "yachts-en-02",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "commercial",
      "branded": false,
      "text": "Which yacht brokers can explain the process for buying a yacht located in France?"
    },
    {
      "id": "yachts-en-03",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "commercial",
      "branded": false,
      "text": "What yacht brokerage options suit an owner selling a motor yacht in the Mediterranean?"
    },
    {
      "id": "yachts-en-04",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "commercial",
      "branded": false,
      "text": "Which yacht brokerages offer support through buyer negotiations and survey coordination?"
    },
    {
      "id": "yachts-en-05",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "commercial",
      "branded": false,
      "text": "Which brokers should I consider when comparing used sailing yachts in Europe?"
    },
    {
      "id": "yachts-en-06",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "commercial",
      "branded": false,
      "text": "Which yacht brokers provide a clear explanation of their buying process and fees?"
    },
    {
      "id": "yachts-en-07",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "commercial",
      "branded": false,
      "text": "What brokerage options should a UK buyer consider for a yacht based on the French Riviera?"
    },
    {
      "id": "yachts-en-08",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "informational",
      "branded": false,
      "text": "What questions should a first-time yacht buyer ask a brokerage before choosing one?"
    },
    {
      "id": "yachts-en-09",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "informational",
      "branded": false,
      "text": "What documents should a yacht brokerage explain during a used-yacht purchase?"
    },
    {
      "id": "yachts-en-10",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "en",
      "market": "GB",
      "intent": "informational",
      "branded": false,
      "text": "How should a yacht owner compare brokerage proposals before selling?"
    },
    {
      "id": "yachts-fr-01",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels courtiers accompagnent un premier achat de yacht à moteur d’occasion en Méditerranée ?"
    },
    {
      "id": "yachts-fr-02",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels courtiers en yachts expliquent clairement les étapes d’un achat en France ?"
    },
    {
      "id": "yachts-fr-03",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels courtiers comparer pour vendre un yacht à moteur basé sur la Côte d’Azur ?"
    },
    {
      "id": "yachts-fr-04",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels courtiers proposent un accompagnement pendant la négociation et l’expertise d’un yacht ?"
    },
    {
      "id": "yachts-fr-05",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels professionnels consulter pour comparer des voiliers d’occasion en Europe ?"
    },
    {
      "id": "yachts-fr-06",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels courtiers en yachts présentent clairement leur processus et leurs honoraires ?"
    },
    {
      "id": "yachts-fr-07",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Quelles questions poser à un courtier avant un premier achat de yacht ?"
    },
    {
      "id": "yachts-fr-08",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Quels documents demander lors de l’achat d’un yacht d’occasion ?"
    },
    {
      "id": "yachts-fr-09",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment comparer les propositions de plusieurs courtiers pour vendre un yacht ?"
    },
    {
      "id": "yachts-fr-10",
      "cohort": "yachts",
      "targetKind": "yacht_brokerage",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment vérifier qu’un courtier connaît le marché et le type de yacht qui m’intéressent ?"
    },
    {
      "id": "dpe-en-01",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which property diagnostic providers should an English-speaking owner compare for a DPE in Paris?"
    },
    {
      "id": "dpe-en-02",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which providers offer clear explanations of apartment energy diagnostics in Lyon?"
    },
    {
      "id": "dpe-en-03",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which property diagnostic companies should I consider before selling a home in Bordeaux?"
    },
    {
      "id": "dpe-en-04",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "What DPE provider options are available for a property owner in Marseille?"
    },
    {
      "id": "dpe-en-05",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which diagnostic providers explain their appointment process and required documents clearly?"
    },
    {
      "id": "dpe-en-06",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Which providers should a landlord compare for property diagnostics in the Paris region?"
    },
    {
      "id": "dpe-en-07",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "What should a property owner verify before choosing a DPE provider in France?"
    },
    {
      "id": "dpe-en-08",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "What information should I prepare before requesting a property diagnostic quote in France?"
    },
    {
      "id": "dpe-en-09",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "How can an English-speaking owner compare DPE service quotes in France?"
    },
    {
      "id": "dpe-en-10",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "en",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "What practical questions should I ask before booking a home diagnostic appointment in France?"
    },
    {
      "id": "dpe-fr-01",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels diagnostiqueurs comparer pour réaliser le DPE d’un appartement à Paris ?"
    },
    {
      "id": "dpe-fr-02",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels prestataires expliquent clairement leurs diagnostics immobiliers à Lyon ?"
    },
    {
      "id": "dpe-fr-03",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels diagnostiqueurs immobiliers consulter avant de vendre une maison à Bordeaux ?"
    },
    {
      "id": "dpe-fr-04",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels professionnels comparer pour un DPE à Marseille ?"
    },
    {
      "id": "dpe-fr-05",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels prestataires de diagnostics présentent clairement les étapes du rendez-vous et les documents nécessaires ?"
    },
    {
      "id": "dpe-fr-06",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels diagnostiqueurs comparer pour un logement destiné à la location en Île-de-France ?"
    },
    {
      "id": "dpe-fr-07",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "commercial",
      "branded": false,
      "text": "Quels prestataires contacter pour obtenir un devis détaillé de diagnostic immobilier ?"
    },
    {
      "id": "dpe-fr-08",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Que vérifier avant de choisir un prestataire de DPE en France ?"
    },
    {
      "id": "dpe-fr-09",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Quelles informations préparer pour demander un devis de diagnostic immobilier ?"
    },
    {
      "id": "dpe-fr-10",
      "cohort": "dpe",
      "targetKind": "dpe_provider",
      "language": "fr",
      "market": "FR",
      "intent": "informational",
      "branded": false,
      "text": "Comment comparer plusieurs devis de DPE sans se limiter au prix ?"
    },
    {
      "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 ?"
    }
  ]
}