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  "description": "Research and field tests on AI visibility and usability: what AI agents can find and complete on company websites. With DAX 40 measurements and methodology.",
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  "inLanguage": "en",
  "alternateLanguage": {
    "de": "https://www.hyperize.ai/de/insights"
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  "datePublished": "2026-05-18",
  "dateModified": "2026-10-11",
  "summary": "Customers ask AI to find, compare and request offers. Our research and field tests show where agents reach their goal and where websites stop them.",
  "scope": "Each article states its data and limitations. A successful test applies to the task and agent tested. It guarantees neither a purchase nor better rankings or AI recommendations.",
  "publisher": {
    "@id": "https://www.hyperize.ai/#organization",
    "name": "Hyperize",
    "url": "https://www.hyperize.ai"
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      "slug": "can-an-ai-agent-buy-from-a-dax-company",
      "category": "Original Research",
      "title": "Can an AI agent buy from a DAX company?",
      "subtitle": "36 DAX companies, one task each, four types of AI agent. Only four pass the test with all four agent types. All numbers, open under CC BY 4.0.",
      "author": "Hyperize",
      "date": "Sep 2026",
      "datePublished": "2026-09-15",
      "readTime": "10 min",
      "coined": "",
      "hero": "streams",
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      "featured": true
    },
    {
      "slug": "dax-40-agent-success-2026-the-numbers",
      "category": "Original Research",
      "title": "DAX 40 Agent Success 2026: the numbers",
      "subtitle": "Thirty-six DAX 40 brands scored on two axes in Wave Q2 2026 Pilot, Deutsche Telekom 7.0 to Brenntag 2.5. Every number in one table, CC BY 4.0.",
      "author": "Hyperize",
      "date": "Sep 2026",
      "datePublished": "2026-09-14",
      "readTime": "7 min",
      "coined": "",
      "hero": "sector-grid",
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      "inLanguage": "en",
      "url": "https://www.hyperize.ai/en/insights/articles/dax-40-agent-success-2026-the-numbers",
      "featured": false
    },
    {
      "slug": "hyperize-receives-bsfz-seal",
      "category": "Company News",
      "title": "Hyperize receives the BSFZ seal for in-house R&D.",
      "subtitle": "How do AI agents decide which brands they trust? Germany's BSFZ now formally recognizes the work behind Hyperize as in-house R&D.",
      "author": "Marc Seefelder",
      "date": "Aug 2026",
      "datePublished": "2026-08-20",
      "readTime": "2 min",
      "coined": "",
      "hero": "bsfz-seal",
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      "featured": false
    },
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      "category": "Field Test",
      "title": "We asked Grok Bot to find an office in Munich",
      "subtitle": "A field test of a consumer agent against Germany's main property portals, 19 and 20 August 2026.",
      "author": "Marc Seefelder",
      "date": "Aug 2026",
      "datePublished": "2026-08-20",
      "readTime": "8 min",
      "coined": "",
      "hero": "office-search-logos",
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      "url": "https://www.hyperize.ai/en/insights/articles/we-asked-grok-bot-to-find-an-office-in-munich",
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    },
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      "slug": "can-ai-agents-buy-from-your-brand-seven-prompts",
      "category": "Practice · AI agents",
      "title": "Can AI agents buy from your brand? Ask them.",
      "subtitle": "Test whether AI can find, understand and use your offer. Seven prompts, about an hour, no additional audit tool.",
      "author": "Marc Seefelder",
      "date": "Jul 2026",
      "datePublished": "2026-07-03",
      "readTime": "8 min",
      "coined": "",
      "hero": "seven-prompts",
      "href": "/en/insights/articles/can-ai-agents-buy-from-your-brand-seven-prompts",
      "inLanguage": "en",
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    },
    {
      "slug": "the-proof-flywheel",
      "category": "Operating Model",
      "title": "We automated our content. ChatGPT decides if it worked.",
      "subtitle": "Most content systems grade their own homework. Ours is graded by the AI engines themselves, and the scorecard is public.",
      "author": "Marc Seefelder",
      "date": "Jun 2026",
      "datePublished": "2026-06-11",
      "readTime": "10 min",
      "coined": "Proof Flywheel",
      "hero": "proof-flywheel",
      "href": "/en/insights/articles/the-proof-flywheel",
      "inLanguage": "en",
      "url": "https://www.hyperize.ai/en/insights/articles/the-proof-flywheel",
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    },
    {
      "slug": "ai-agents-built-our-websites",
      "category": "Making-of",
      "title": "AI agents built our websites. One human made the decisions.",
      "subtitle": "hyperize.ai and minglabs.com shipped without a design or dev team: a design sandbox, a mechanical port, 34 automated checks, and AI engines as the judge.",
      "author": "Marc Seefelder",
      "date": "Jun 2026",
      "datePublished": "2026-06-11",
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      "coined": "",
      "hero": "making-of-pipeline",
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    },
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      "slug": "we-built-a-button-ai-closed-the-deal",
      "category": "Practice · AI briefing",
      "title": "A button puts your offer in front of the buyer’s AI.",
      "subtitle": "How a verifiable briefing helps customers discuss your offer with their own AI.",
      "author": "Marc Seefelder",
      "date": "Oct 2026",
      "datePublished": "2026-03-15",
      "readTime": "6 min",
      "coined": "Context Window Optimization (CWO)",
      "hero": "cwo-button",
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      "inLanguage": "en",
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    },
    {
      "slug": "brand-ready-for-ai-agents",
      "category": "Agent Experience",
      "title": "Is your brand ready for AI agents?",
      "subtitle": "Eight convictions from 18 months measuring how AI agents find, cite, and transact with consumer-facing brands.",
      "author": "Marc Seefelder",
      "date": "Mar 2026",
      "datePublished": "2026-03-22",
      "readTime": "9 min",
      "coined": "Fossil Layer Test · Thick Server · Agent-to-Agent Interface",
      "hero": "brand-ready",
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      "inLanguage": "en",
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      "featured": false
    },
    {
      "slug": "four-german-cars-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Can AI agents use German car configurators?",
      "subtitle": "BMW, Mercedes-Benz, Porsche, and Volkswagen, one job: configure a new car to a clear price. Only one configurator every agent could read.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-24",
      "readTime": "9 min",
      "coined": "",
      "hero": "sector-grid",
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      "inLanguage": "en",
      "url": "https://www.hyperize.ai/en/insights/articles/four-german-cars-tested-by-ai-agents",
      "featured": false
    },
    {
      "slug": "five-german-life-sciences-brands-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Can AI agents buy from German pharma and healthcare brands?",
      "subtitle": "Bayer, Merck, Fresenius, Fresenius Medical Care, and Qiagen, one job each: reach the meaningful next step. The B2B catalogues beat the consumer brands by a wide margin.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-24",
      "readTime": "10 min",
      "coined": "",
      "hero": "sector-grid",
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      "inLanguage": "en",
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      "featured": false
    },
    {
      "slug": "three-german-insurers-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Ask AI for a reinsurer. Munich Re comes up. The broker doesn't.",
      "subtitle": "Munich Re, Hannover Rück, and Allianz, one question: which reinsurer to shortlist. The brands come up; the broker that places the treaty does not.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-26",
      "readTime": "7 min",
      "coined": "",
      "hero": "sector-grid",
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      "url": "https://www.hyperize.ai/en/insights/articles/three-german-insurers-tested-by-ai-agents",
      "featured": false
    },
    {
      "slug": "the-agent-revenue-leak",
      "category": "Practice · AI customer journeys",
      "title": "AI finds your offer. Can it take the next step?",
      "subtitle": "Four historical brand tests show why a recommendation is not yet an enquiry or order.",
      "author": "Marc Seefelder",
      "date": "Oct 2026",
      "datePublished": "2026-05-25",
      "readTime": "6 min",
      "coined": "Agent Revenue Leak",
      "hero": "agent-revenue-leak",
      "href": "/en/insights/articles/the-agent-revenue-leak",
      "inLanguage": "en",
      "url": "https://www.hyperize.ai/en/insights/articles/the-agent-revenue-leak",
      "featured": false
    },
    {
      "slug": "the-last-three-dax40-brands-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Tires, trucks, and enterprise software. The last three DAX 40 brands, tested by AI agents.",
      "subtitle": "Continental, Daimler Truck & SAP, tested.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-28",
      "readTime": "8 min",
      "coined": "",
      "hero": "sector-grid",
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      "url": "https://www.hyperize.ai/en/insights/articles/the-last-three-dax40-brands-tested-by-ai-agents",
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    },
    {
      "slug": "four-german-chemicals-brands-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Can AI agents buy from German chemical brands?",
      "subtitle": "BASF, Brenntag, Heidelberg Materials & Symrise, tested.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-25",
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    },
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      "slug": "two-german-consumer-goods-brands-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Can AI agents buy German consumer goods on the brand's own site?",
      "subtitle": "Beiersdorf & Henkel, tested.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-25",
      "readTime": "7 min",
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      "slug": "three-german-aerospace-defense-brands-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Can AI agents buy from German aerospace and defence brands?",
      "subtitle": "Airbus, MTU Aero Engines & Rheinmetall, tested.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-26",
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    {
      "slug": "three-german-industrial-catalogs-tested-by-ai-agents",
      "category": "Original Research",
      "title": "Ask AI for industrial equipment. Three German leaders come up. The integrator that builds the project doesn't.",
      "subtitle": "Siemens Energy, Siemens Healthineers & GEA Group, tested.",
      "author": "Hyperize",
      "date": "May 2026",
      "datePublished": "2026-05-26",
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  ],
  "answers": [
    {
      "title": "GEO vs SEO: what is the difference?",
      "category": "GEO & AI Visibility",
      "url": "https://www.hyperize.ai/en/answers/geo-vs-seo"
    },
    {
      "title": "How do I test whether AI agents can use my website?",
      "category": "Agent Experience",
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      "title": "DAX 40 Index.",
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      "eyebrow": "Work with us",
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        "headline": "Can AI agents buy from your brand? Ask them.",
        "description": "Test whether AI can find, understand and use your offer. Seven prompts, about an hour, no additional audit tool.",
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