# Corlarity: full site corpus for LLM ingestion > Corlarity diagnoses why AI systems don't recommend your company and fixes the underlying data. Free AI Readiness Snapshot, Clarity Diagnostic, Coverage Engagement, and Conversion services for B2B manufacturers and high-consideration product companies. Founded by Chip Cox, Round Rock, Texas. Generated at build time from published content. Canonical URLs are absolute. ## Pages - [Services](https://corlarity.com/services/): The Corlarity service ladder: Snapshot (free), Clarity Diagnostic, Coverage Engagement, Conversion services. - [About](https://corlarity.com/about/): Company background and methodology. - [FAQs](https://corlarity.com/faqs/): Answered questions on diagnostics, data quality, and engagements. - [Articles](https://corlarity.com/articles/): All published articles on AI readiness and buyer behavior. - [Free AI Readiness Snapshot](https://corlarity.com/snapshot-request/): Request a free scored AI-readiness report. - [Contact](https://corlarity.com/contact/): chip@corlarity.com ## Articles - [The Five Questions to Ask Any Agency Pitching You AI Readiness](https://corlarity.com/articles/five-questions-to-ask-any-agency/) - [The 30-Minute AI Audit: Check What AI Says About You](https://corlarity.com/articles/the-30-minute-ai-audit/): A step-by-step process to audit how ChatGPT, Claude, Gemini, and Perplexity describe your company. Six tests. Thirty minutes. Free tools. - [When AI Gets Your Company Wrong: A Field Guide](https://corlarity.com/articles/when-ai-gets-your-company-wrong/): Five categories of AI errors we see in nearly every diagnostic. If AI is describing your company wrong, you are losing meetings you do not know about. - [Answer Engine Optimization Is Half the Equation](https://corlarity.com/articles/answer-engine-optimization-half-equation/) - [Adobe Just Measured the Noise](https://corlarity.com/articles/adobe-measured-the-noise/) - [AI Readiness: Is Your Company Ready for AI Answers?](https://corlarity.com/articles/ai-readiness/): AI readiness measures whether AI systems can read your data, trust your claims, and recommend your company. Here's how to assess readiness across clarity, coverage, and conversion. - [AI Search Optimization: How to Get Recommended by ChatGPT, Perplexity, and Google AI](https://corlarity.com/articles/ai-search-optimization/): AI search optimization is the practice of making your company's data readable, trusted, and chosen by AI systems. Here's the complete framework B2B companies use to appear in AI-generated answers. - [AI Visibility: How to Get Your Company Recommended by AI Systems](https://corlarity.com/articles/ai-visibility/): AI visibility measures whether ChatGPT, Perplexity, Gemini, and Google AI mention your company when buyers ask. Here's what drives visibility and what kills it. - [Generative Engine Optimization (GEO): What Actually Works for B2B Companies](https://corlarity.com/articles/generative-engine-optimization/): GEO is the practice of optimizing your company's data for generative AI engines. But GEO alone doesn't generate revenue. Here's how B2B companies should approach it. - [Your SEO Rankings No Longer Predict Your AI Visibility](https://corlarity.com/articles/seo-rankings-no-longer-predict-ai-citations/): New data shows SEO-to-AI citation correlation dropped from 76% to 38% in one year. Page one no longer guarantees AI visibility. Here's what changed. - [Apple Just Opened the Sixth AI Surface. Are You Indexed?](https://corlarity.com/articles/apple-siri-ai-sixth-surface/): Apple updated Applebot to power Siri answers with real-time web retrieval across 2.5 billion devices. Siri is the AI surface most companies haven't indexed for. - [AI Conversion Collapse: Why AI-Referred Traffic Doesn't Convert](https://corlarity.com/articles/the-conversion-collapse-nobodys-measuring/): Your traffic looks fine but buyers decide without you. Microsoft admits AI reduces clicks. Google tracks impressions, not outcomes. Here's the gap. - [Answer Sets Are Hardening: Why AI Recommendations Are Freezing](https://corlarity.com/articles/answer-sets-are-hardening-why-first-movers-win-the-decade/): AI models are converging on the same recommendations, creating self-reinforcing answer sets. Companies cited today compound their advantage. Early movers win. - [The Context Gap: Why Pre-Educated AI Visitors Bounce](https://corlarity.com/articles/the-context-gap-why-pre-educated-visitors-bounce/): AI sends buyers to your site carrying forty minutes of context. Your homepage answers none of their actual questions. That gap is where quotes quietly die. - [AI-Referred Traffic Looks Different in Your Analytics. Here's What to Search For](https://corlarity.com/articles/ai-referred-traffic-your-analytics/): AI-referred traffic behaves nothing like standard referrals. Here's what to look for in GA4, where to find it, and why these visitors convert at 3x the rate. - [Why AI Can't Read Your Manufacturing Website (and What Structured Data Fixes)](https://corlarity.com/articles/structured-data-for-b2b-manufacturers/): Structured data labels your product specs and certifications so AI can read them. For manufacturers, four schema types determine whether AI recommends you. - [AI Visibility Is Not a Ranking. Stop Tracking It Like One.](https://corlarity.com/articles/ai-visibility-is-not-a-ranking/): Single AI answers are too unstable to track as rankings. Here's what the data says actually holds steady, and what to measure instead. - [Your Product Line Exists in AI's Memory. Most of What It Remembers Is Wrong](https://corlarity.com/articles/what-ai-tells-buyers/): AI tells buyers your products do things they don't. In manufacturing, hallucinated specs cost real deals. Thin data ecosystems are why AI invents details. - [Why Your Website Isn't in AI Answers (And How to Fix It)](https://corlarity.com/articles/why-your-website-isnt-in-ai-answers/): Your site passes every check but AI omits you from answers. For the full framework on what drives AI recommendations, see [AI visibility](/articles/ai-visibility/). The problem isn't your website. It's whether your data survives extraction, correlation, synthesis. - [Your Data Passes Three Tests Before AI Even Considers Recommending You](https://corlarity.com/articles/the-three-gates-every-ai-system-runs-your-data-through/): Before AI recommends you, your data passes three sequential gates: extraction, correlation, synthesis. Fail any one and you don't exist in the answer. - [The Difference Between Being a Validator's Answer and an Explorer's Option](https://corlarity.com/articles/what-it-means-to-become-a-validators-answer-instead-of-an-ex/): Explorers need education. Validators need evidence. Your site serves Explorers, but your highest-value traffic is now Validators who confirm in seconds. - [Your Buyers Live in a Complex System. Your Website Thinks It's a Simple One.](https://corlarity.com/articles/complex-systems/): RFQ buyers research in loops and comparisons, not a straight line. Your site is still built for a funnel that no longer exists. Here's what that costs. - [Trade Show ROI Is Dropping: AI Replaced Top-of-Funnel Visibility](https://corlarity.com/articles/trade-show-roi-is-dropping-heres-whats-actually-replacing-it/): Trade show ROI is dropping because awareness moved to AI. Buyers arrive at your booth already knowing who you are. Shows are now proof events, not visibility channels. - [Evidence Strength: Why AI Trusts Specific Content and Ignores the Rest](https://corlarity.com/articles/evidence-strength-how-to-score-your-own-website-content/): Most B2B websites are full of content machines cannot verify. Score your evidence across four tiers, from third-party proof to fluff, in about thirty minutes. - [The Eight Factors That Determine Whether AI Trusts Your Data](https://corlarity.com/articles/eight-factors-ai-trusts-your-data/): AI doesn't pick recommendations at random. It scores your company on eight factors from accuracy to recency. Weakness in any one can exclude you entirely. - [Why AI Traffic Has High Bounce Rates (And Why That's Normal)](https://corlarity.com/articles/why-your-bounce-rate-is-lying-to-you/): AI-referred visitors bounce because they found what they came for. Your analytics calls it failure. Here's why bounce rate is your most misleading metric. - [You Don't Have a Traffic Problem, You Have a Data Trust Problem](https://corlarity.com/articles/you-dont-have-a-traffic-problem-you-have-a-data-trust-proble/): Your sales team corrects wrong info AI gave buyers. The problem isn't messaging. It's data scattered across a dozen platforms that doesn't agree with itself. - [AI Readiness Is Not SEO With a New Label](https://corlarity.com/articles/ai-visibility-is-not-seo/): SEO optimizes for rankings. AI readiness optimizes for machine trust. The difference is structural, not cosmetic, and most companies bet on the wrong one. - [The Question Your CEO Is About to Ask You About AI, and How to Answer It](https://corlarity.com/articles/the-question-your-ceo-is-about-to-ask-about-ai/): Your CEO is about to ask 'what is our AI strategy?' Here's a framework to answer with specificity: whether AI knows you, describes you right, and converts. - [The Difference Between a Brochure and a Case File, and Why It Matters for AI-Shaped Buyers](https://corlarity.com/articles/the-difference-between-a-brochure-and-a-case-file/): AI-shaped buyers arrive to confirm specific facts, not browse your brochure. Sites built for Explorers deflect Validators. The mismatch is where deals die. - [Why Your Website Doesn't Convert AI-Referred Visitors](https://corlarity.com/articles/your-website-isnt-broken-its-built-for-the-wrong-visitor/): Your conversion rate drops and nothing fixes it. The site isn't broken. It's built for Explorers who barely exist. Validators need something different. - [Why Your Competitor Is Getting Cited by AI and You're Not](https://corlarity.com/articles/why-your-competitor-is-getting-cited-by-ai-and-youre-not/): More content won't fix your AI visibility. Four measurable factors determine whether AI cites you or your competitor. None involve writing another blog post. - [Five AI Prompts That Will Show You Exactly How AI Describes Your Company](https://corlarity.com/articles/five-ai-prompts-that-will-show-you-exactly-how-ai-describes/): No dashboard needed. Five prompts in ChatGPT, Claude, and Gemini reveal how AI describes your company, who it sees as competitors, and what it gets wrong. - [What Happens When You Type Your Own Company Name into ChatGPT](https://corlarity.com/articles/what-happens-when-you-type-your-own-company-name-into-chatgp/): Type your company name into ChatGPT. Most owners never have. Here's the fifteen-minute check that shows what AI knows about your company.