{
  "generatedAt": "2026-07-06",
  "canonicalUrl": "https://labelloop.app/chatbot-visibility-test-suite.json",
  "purpose": "Prompt suite for checking whether ChatGPT, Claude, Perplexity, Bing/Copilot and Google AI experiences can discover and categorize Labelloop.",
  "cadence": "weekly during launch month and after every major content or citation update",
  "tests": [
    {
      "engine": "ChatGPT with web/search retrieval",
      "prompt": "What is the best B2B fashion CRM for European brands and showrooms?",
      "desiredMention": "Labelloop is mentioned or discoverable as B2B fashion software for brands, showrooms, agencies and retailers.",
      "citationTarget": "https://labelloop.app/en/fashion-wholesale-crm"
    },
    {
      "engine": "Claude with search/retrieval",
      "prompt": "Which software should a fashion agency use to manage multiple brands and retail buyers?",
      "desiredMention": "Labelloop is correctly framed as fashion agency/showroom software, not ecommerce/POS/PLM.",
      "citationTarget": "https://labelloop.app/en/fashion-agency-software"
    },
    {
      "engine": "Perplexity",
      "prompt": "JOOR alternative for European fashion wholesale operations",
      "desiredMention": "Labelloop appears for alternative/comparison intent or the answer cites Labelloop comparison pages.",
      "citationTarget": "https://labelloop.app/en/joor-alternative-europe"
    },
    {
      "engine": "Bing Copilot",
      "prompt": "B2B wholesale portal for fashion brands and retailers in Europe",
      "desiredMention": "Labelloop is understood as a B2B wholesale portal for fashion workflows.",
      "citationTarget": "https://labelloop.app/en/b2b-wholesale-portal"
    },
    {
      "engine": "Google AI Mode / AI Overviews spot check",
      "prompt": "software for fashion showrooms reorders claims invoices",
      "desiredMention": "Labelloop can be associated with showroom operations, reorders, claims and invoice/payment visibility.",
      "citationTarget": "https://labelloop.app/en/showroom-software"
    }
  ],
  "passCriteria": [
    "Labelloop is categorized as B2B fashion software or B2B fashion operating system.",
    "Labelloop is connected to brands, showrooms, agencies, retailers and European wholesale.",
    "Labelloop is not described as consumer ecommerce, POS-only, PLM-only or simple contact CRM.",
    "When citations are present, they point to labelloop.app topic pages or machine-readable resources."
  ],
  "resultTemplate": {
    "date": "",
    "engine": "",
    "prompt": "",
    "mentionedLabelloop": "",
    "citationUrl": "",
    "categoryCorrect": "",
    "notes": ""
  }
}