Beyond Mentions resources on AI cognitive maps, documentation gaps, category compression and decision presence.https://beyondmentions.com/en/https://beyondmentions.com/en/resources/doctrine/ai-moves-decisions-before-first-sales-conversation/https://beyondmentions.com/en/resources/doctrine/ai-moves-decisions-before-first-sales-conversation/AI summarizes, compares and shortlists before the first sales conversation. Here is how to move from traffic to Decision Influence.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/doctrine/premium-commoditization-ai-mechanism/https://beyondmentions.com/en/resources/doctrine/premium-commoditization-ai-mechanism/The Beyond Mentions Premium Commoditization model explains how AI turns a complex offer into a price-comparable option when criteria, proof and thresholds are poorly documented.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/doctrine/ai-buying-criteria-before-the-tender/https://beyondmentions.com/en/resources/doctrine/ai-buying-criteria-before-the-tender/The Silent Shift: why AI Buying Criteria now form before the first sales interaction, and how to regain control.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/measurement/beyond-traffic-technical-content-roi/https://beyondmentions.com/en/resources/measurement/beyond-traffic-technical-content-roi/Why traffic is no longer enough to measure documentation influence, and which Beyond Mentions KPIs to track instead.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/measurement/control-the-shortlist-not-clicks/https://beyondmentions.com/en/resources/measurement/control-the-shortlist-not-clicks/Lower CTR is not only a threat. For expert offers, the real KPI becomes AI shortlist presence and reuse of differentiating criteria.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/method/beyond-mentions-locked-vocabulary/https://beyondmentions.com/en/resources/method/beyond-mentions-locked-vocabulary/Effective market vocabulary helps buyers and AI systems understand a new offer without reducing it to an overly simple category.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/method/geo-after-brand-citations/https://beyondmentions.com/en/resources/method/geo-after-brand-citations/Brand citations are a first GEO signal, but they do not show whether AI recommends your offer with the right criteria, proof and category framing.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/method/volume-authority-criterity/https://beyondmentions.com/en/resources/method/volume-authority-criterity/The Beyond Mentions framework for measuring whether your documentation truly influences AI Buying Criteria beyond mere citation.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/research/category-compression-risk-study/https://beyondmentions.com/en/resources/research/category-compression-risk-study/A Beyond Mentions brief on category compression: an offer can be visible in AI answers while being understood through a category that weakens its value.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/research/measuring-decision-presence/https://beyondmentions.com/en/resources/research/measuring-decision-presence/A Beyond Mentions brief on pre-commercial metrics: shortlist inclusion, proof reuse, category fit and Decision Share of Voice measure decision presence before traffic.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/research/pre-launch-geo-category-compression/https://beyondmentions.com/en/resources/research/pre-launch-geo-category-compression/A Beyond Mentions exploratory study of 4,320 Perplexity sonar answers: the risk is not only invisibility, but being understood through the wrong category.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/research/stable-claims-useful-instability/https://beyondmentions.com/en/resources/research/stable-claims-useful-instability/A Beyond Mentions brief: in the three-day Observatory wave, stable claims are not enough; unstable signals reveal documentation gaps and positioning risks.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/research/why-ai-cites-your-least-visible-pages/https://beyondmentions.com/en/resources/research/why-ai-cites-your-least-visible-pages/An investigation across three independent verticals (health YMYL, trades and construction, employment law): the pages that win AI citations are not the ones that dominate the SERPs. A Retrieval ≠ Citation model, Intent Match, and the Citation Efficiency metric.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/cited-by-chatgpt-not-converting/https://beyondmentions.com/en/resources/guides/cited-by-chatgpt-not-converting/Being cited by ChatGPT, Perplexity or an LLM is not enough if AI compares your offer on the wrong criteria, places you in the wrong category or fails to reuse your differentiating proof.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/do-llms-change-tenders/https://beyondmentions.com/en/resources/guides/do-llms-change-tenders/LLMs like ChatGPT, Claude or Perplexity can change tenders by influencing need framing, selection criteria, expected proof, technical requirements and rejection criteria.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/does-geo-work-for-long-sales-cycles/https://beyondmentions.com/en/resources/guides/does-geo-work-for-long-sales-cycles/GEO works for long sales cycles if impact is measured before the lead: buying criteria generated by ChatGPT or Perplexity, shortlist, objections, expected proof and first-conversation quality.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/how-ai-builds-supplier-shortlist/https://beyondmentions.com/en/resources/guides/how-ai-builds-supplier-shortlist/ChatGPT, Perplexity and AI build a supplier shortlist from the buyer question, available categories, choice criteria, published proof and the readability of alternatives.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/how-chatgpt-influences-b2b-buying/https://beyondmentions.com/en/resources/guides/how-chatgpt-influences-b2b-buying/ChatGPT, Perplexity, Gemini and LLMs influence B2B buying before the first sales conversation: need framing, choice criteria, expected proof, shortlist and objections.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/how-chatgpt-recommends-a-company-market-criteria/https://beyondmentions.com/en/resources/guides/how-chatgpt-recommends-a-company-market-criteria/ChatGPT, Perplexity and LLMs do not recommend a company with the same criteria in every market: local reviews, specialization, proof, visible results, compliance, risk and available sources all change the recommendation.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/why-ai-recommends-some-providers/https://beyondmentions.com/en/resources/guides/why-ai-recommends-some-providers/ChatGPT, Perplexity and AI recommend some providers because they are easier to justify: clear category, explicit criteria, verifiable proof, corroborated sources and readable use cases.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/why-is-my-premium-offer-commoditized-by-ai/https://beyondmentions.com/en/resources/guides/why-is-my-premium-offer-commoditized-by-ai/A premium offer is commoditized by ChatGPT, Perplexity or LLMs when its differentiating criteria, proof, thresholds and risks are not explicit enough to structure the comparison.Fri, 05 Jun 2026 00:00:00 GMThttps://beyondmentions.com/en/resources/guides/how-to-know-if-chatgpt-understands-your-offer/https://beyondmentions.com/en/resources/guides/how-to-know-if-chatgpt-understands-your-offer/To know whether ChatGPT, Perplexity or Gemini understands an offer, test the category used, associated competitors, reused criteria, cited proof and recommendations produced.Fri, 05 Jun 2026 00:00:00 GMT