--- title: "Insights — Hyperize editorial layer" description: "Research, field notes, and original analysis on how AI agents evaluate, recommend, and transact with enterprise brands. Every cluster starts with one measurement." canonical: https://www.hyperize.ai/en/insights lang: en last-updated: 2026-06-11 --- # Perspectives on the agentic web. Insights Research, analysis, and field notes from the team building agent-readable brands in the DACH market. [![Copilot](/logos/ai/copilot.svg)![Gemini](/logos/ai/gemini.svg) ![Claude](/logos/ai/claude.svg)Drop this into your AI works with ChatGPT ![Copilot](/logos/ai/copilot.svg) ![Gemini](/logos/ai/gemini.svg) ![Claude](/logos/ai/claude.svg) Agent Experience Coined · Context Window Optimization (CWO) ### We built a button. An AI closed the deal. Context Window Optimization turns your briefing into a sales conversation you never have. Marc Seefelder · Mar 2026 · 12 min read Read](/en/insights/articles/we-built-a-button-ai-closed-the-deal) ## Articles 16 posts [![](/bsfz-siegel-2026.svg) State-certified R&D · 2026 Company News ### Hyperize receives the BSFZ seal for in-house R&D. How do AI agents decide which brands they trust? Germany's BSFZ now formally recognizes the work behind Hyperize as in-house R&D. Marc Seefelder · Aug 2026 2 min](/en/insights/articles/hyperize-receives-bsfz-seal) [ Field Test ### We asked Grok Bot to find an office in Munich A field test of a consumer agent against Germany's main property portals, 19 and 20 August 2026. Marc Seefelder · Aug 2026 8 min ](/en/insights/articles/we-asked-grok-bot-to-find-an-office-in-munich) [ Agent Experience ### Can AI agents buy from your brand? Ask them. The self-serve version of the tests we run on the DAX 40. Seven prompts, one hour, no tool. Marc Seefelder · Jul 2026 11 min ](/en/insights/articles/can-ai-agents-buy-from-your-brand-seven-prompts) [ Operating Model ### We automated our content. ChatGPT decides if it worked. Most content systems grade their own homework. Ours is graded by the AI engines themselves, and the scorecard is public. Marc Seefelder · Jun 2026 10 min ](/en/insights/articles/the-proof-flywheel) [ Making-of ### AI agents built our websites. One human made the decisions. 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. Marc Seefelder · Jun 2026 9 min ](/en/insights/articles/ai-agents-built-our-websites) [ Agent Experience ### Is your brand ready for AI agents? Eight convictions from 18 months measuring how AI agents find, cite, and transact with consumer-facing brands. Marc Seefelder · Mar 2026 9 min ](/en/insights/articles/brand-ready-for-ai-agents) [ Original Research ### Can AI agents use German car configurators? BMW, Mercedes-Benz, Porsche, and Volkswagen, one job: configure a new car to a clear price. Only one configurator every agent could read. Hyperize · May 2026 9 min ](/en/insights/articles/four-german-cars-tested-by-ai-agents) [ Original Research ### Can AI agents buy from German pharma and healthcare brands? 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. Hyperize · May 2026 10 min ](/en/insights/articles/five-german-life-sciences-brands-tested-by-ai-agents) [ Original Research ### Ask AI for a reinsurer. Munich Re comes up. The broker doesn't. Munich Re, Hannover Rück, and Allianz, one question: which reinsurer to shortlist. The brands come up; the broker that places the treaty does not. Hyperize · May 2026 7 min ](/en/insights/articles/three-german-insurers-tested-by-ai-agents) [ Agent Experience ### The Agent Revenue Leak in DAX Commerce Twenty-one brand-owned brands measured. Zero close the transaction from a cold-start agent on every measured class. Marc Seefelder · May 2026 9 min ](/en/insights/articles/the-agent-revenue-leak) [ Original Research ### Tires, trucks, and enterprise software. The last three DAX 40 brands, tested by AI agents. Continental, Daimler Truck & SAP, tested. Hyperize · May 2026 8 min ](/en/insights/articles/the-last-three-dax40-brands-tested-by-ai-agents) [ Original Research ### Can AI agents buy from German chemical brands? BASF, Brenntag, Heidelberg Materials & Symrise, tested. Hyperize · May 2026 8 min ](/en/insights/articles/four-german-chemicals-brands-tested-by-ai-agents) [ Original Research ### Can AI agents buy German consumer goods on the brand's own site? Beiersdorf & Henkel, tested. Hyperize · May 2026 7 min ](/en/insights/articles/two-german-consumer-goods-brands-tested-by-ai-agents) [ Original Research ### Can AI agents buy from German aerospace and defence brands? Airbus, MTU Aero Engines & Rheinmetall, tested. Hyperize · May 2026 7 min ](/en/insights/articles/three-german-aerospace-defense-brands-tested-by-ai-agents) [ Original Research ### Ask AI for industrial equipment. Three German leaders come up. The integrator that builds the project doesn't. Siemens Energy, Siemens Healthineers & GEA Group, tested. Hyperize · May 2026 8 min ](/en/insights/articles/three-german-industrial-catalogs-tested-by-ai-agents) ## Answers 2 pages [ GEO & AI Visibility ### GEO vs SEO: what is the difference? May 2026 ](/en/answers/geo-vs-seo) [ Agent Experience ### How do I test whether AI agents can use my website? May 2026 ](/en/answers/test-website-ai-readiness) [ DAX 40 · Original research ## How well does the DAX serve agents? A public, quarterly index of how Germany's largest companies show up when agents do the searching, recommending, and deciding. Wave Q2 2026 pilot is live. Open the DAX 40 Index ](/en/dax40-index) On scope Editorial observation. Named entities. Source citations. Articles publish what we found and what we coined. The measurement protocols, scoring formulas, and production templates that produced the findings stay inside the engagement — the [methodology](/en/methodology) anchors the vocabulary; the [index](/en/dax40-index) publishes the data. ## Three ways to go deeper. [ Methodology ### Agent Surface. The category we publish, the doctrine behind every measurement. Read](/en/methodology)[ Data ### DAX 40 Index. The public dataset where the methodology lands, brand by brand. Open](/en/dax40-index)[ Engage ### Founding program. Where the operating system gets deployed on your domain. Apply](/en/founding-program) Page type · Hub (Editorial layer) Published · 2026-05-18 Updated · 2026-05-18 Cadence · per fleet wave --- Canonical: https://www.hyperize.ai/en/insights Machine-readable index: https://www.hyperize.ai/llms.txt