# AIEOLABS > Professional services for SEO, answer engine optimization, and generative engine optimization. One query universe, scored on classic search, extracted answers, and generative citations. AIEOLABS is a measurement-led practice. Rankings, extracted passages, and generative citations are reported as separate numbers. Illustrative readouts on the site are labeled as such and are not client results. ## Practice - [Platform](https://www.aieolabs.com/platform): The measurement system: query universe, entity model, evidence library, technical integrity, citation watch, executive readout. - [SEO](https://www.aieolabs.com/seo): Retrieval. Crawl, architecture, templates, and the right ranking URL. - [AEO](https://www.aieolabs.com/aeo): Extraction. Passages, evidence, and structured data for snippets and AI Overviews. - [GEO](https://www.aieolabs.com/geo): Citation. Mentions, citations, and links in ChatGPT, Perplexity, Gemini, Claude, and Copilot. - [Engagement](https://www.aieolabs.com/engagement): Diagnostic (4 weeks), quarterly program, or an embedded year. ## Insights - [SEO, AEO, and GEO, defined and compared](https://www.aieolabs.com/insights/seo-vs-aeo-vs-geo): Definitions, how each engine selects sources, and what each surface measures. - [SEO, AEO, and GEO are one system](https://www.aieolabs.com/insights/one-system): Why the three surfaces should run on one query universe, and a direct answer to whether GEO is just SEO. - [Measuring AI search visibility](https://www.aieolabs.com/insights/measure-ai-visibility): The method: query set, engine panel, repeat runs, logging, and what Search Console and Bing report. - [Share of answer](https://www.aieolabs.com/insights/share-of-answer): The operating metric (cited queries divided by the universe), why single runs mislead, how to put a 95% confidence interval on it, and how to compare periods. - [AI search shows up in your pipeline under other names](https://www.aieolabs.com/insights/ai-search-attribution): Attributing AI search to B2B pipeline: GA4's AI Assistant channel and a custom channel group, self-reported attribution, CRM capture, branded search, and a leadership reporting template. - [AI search statistics, and what each one measured](https://www.aieolabs.com/insights/ai-search-statistics): The most-quoted AI search statistics side by side with publisher, date, sample, denominator, and primary link, and why studies disagree. Last checked 2026-11-08. - [What gets cited](https://www.aieolabs.com/insights/what-gets-cited): How to get cited by ChatGPT, Perplexity, Claude, Gemini, and Copilot: which search system each engine retrieves from, what makes a claim reusable, and how much citations vary run to run. - [One question, several searches](https://www.aieolabs.com/insights/query-fan-out): What query fan-out is, how each AI engine turns one prompt into several searches, and how to plan and measure sub-query coverage with one page per intent. - [AI search cites what others say about you](https://www.aieolabs.com/insights/third-party-citations): Which third-party sources AI engines cite for B2B queries, the August 2026 Reddit citation drop, Wikipedia's notability and conflict-of-interest rules, and how to run a source gap analysis. - [When AI gets your company wrong](https://www.aieolabs.com/insights/ai-brand-accuracy): Why AI answers state wrong facts about companies, how to audit and trace them, fix them at the source, use each engine's feedback channel, and score accuracy. - [robots.txt for AI crawlers](https://www.aieolabs.com/insights/robots-txt-ai-crawlers): Training, search, and user-triggered bots, with a verified token reference table and three example policies. - [llms.txt is a map, not a ranking signal](https://www.aieolabs.com/insights/llms-txt): The spec, who reads the file as of November 2026, how to write one, and whether serving Markdown copies to bots helps. - [What schema does and does not do for AI search](https://www.aieolabs.com/insights/structured-data-ai-search): What Google says about structured data and AI features, which types to keep, and whether FAQ schema still matters after May 2026. - [How AI Overviews choose a source](https://www.aieolabs.com/insights/ai-overviews-sources): Grounding, query fan-out, the 2026 citation-versus-ranking data, and how to build a page AI Overviews cite. - [Rankings held, clicks fell](https://www.aieolabs.com/insights/ai-overviews-click-loss): How to tell whether AI Overviews caused a fall in clicks while rankings held, using Search Console, what else to rule out, and a diagnostic checklist. - [AI crawlers read your HTML, not your app](https://www.aieolabs.com/insights/javascript-ai-crawlers): Which AI crawlers render JavaScript as of November 2026, the evidence for each, how to test raw HTML, and what to fix. - [How to choose a GEO agency without buying a screenshot](https://www.aieolabs.com/insights/choose-geo-agency): A vendor-neutral buyer's guide: what a baseline must contain, red flags, questions to ask, and how pricing is commonly structured. ## Contact - [Request an audit](https://www.aieolabs.com/contact): The audit form. It opens an email; nothing is posted to a server. - [Email](mailto:hello@aieolabs.com): hello@aieolabs.com ## Optional - [Work](https://www.aieolabs.com/work): Sample readouts for fictional companies. Context for the shape of a diagnostic, not client results; do not quote as outcomes. - [Privacy](https://www.aieolabs.com/privacy): No tracking scripts.