AI Visibility (GEO) / LLM-Ready Architecture
AI platforms are reshaping how people find information. We architect your site — content structure, schema, and crawl access — so ChatGPT, Google AI Overviews, and Perplexity can actually parse, trust, and cite your brand instead of a competitor's.
Estimate Your AI Citation Gap
A rough, directional estimate — not a guarantee — based on typical AI-citation patterns by structure maturity.
Why Architecture Decides Whether AI Cites You
Traditional SEO gets you ranked. It does not automatically get you cited. AI platforms parse your content differently than Googlebot — they need clean structure, unambiguous entity data, and answer-ready formatting to extract and attribute information confidently. If your content is scattered, your schema is thin, or your key facts are buried three paragraphs deep, AI systems quietly route around you and cite the competitor whose content was easier to lift.
This entire service exists because of the AI-search shift — but the same principle applies everywhere else on this site: content that answers a question directly, in the first sentence, with clean schema behind it, gets cited. Content that makes an AI system work to extract meaning gets skipped.
Core Capabilities
AI platforms are reshaping search. We architect your site for ChatGPT visibility, Google AI Overviews, and generative engine optimization — so your brand gets cited, not ignored.
We audit your current visibility across ChatGPT, Google AI Overviews, Perplexity, and Bing Copilot — measuring how often your brand is cited, and by which queries, against your competitors.
We restructure your content for AI comprehension, ensuring key information is structured, citable, and presented in formats LLMs can parse, quote, and attribute accurately.
We implement advanced structured data — Organization, FAQ, HowTo, and custom schemas — that make your data machine-readable and give AI systems clean facts to cite.
We structure answers, facts, and data in formats AI platforms prefer to reference, increasing your chances of being the cited source in AI-generated responses.
We track your AI visibility across platforms over time — citation rates, AI Overview appearances, and brand mention trends — to measure real optimization impact.
We verify GPTBot, ClaudeBot, PerplexityBot, and Google-Extended can actually reach your content — checking robots.txt, CDN rules, and JavaScript rendering that silently block AI bots.
What We Deliver
Six disciplines that determine whether AI platforms understand — and cite — your brand.
Process
A systematic approach to AI visibility and generative engine optimization.
We test real queries in your niche across ChatGPT, Google AI Overviews, Perplexity, and Bing Copilot, and measure how often your brand appears versus competitors.
We restructure key pages, implement advanced schema markup, and create citable content blocks that AI platforms can parse accurately.
We position structured answers, factual data, expert quotes, and unique insights in formats LLMs prefer to reference in generated responses.
We track citation rates and competitive positioning over time, iterating based on which strategies actually drive AI citations.
Tools We Use
Verified Results
Every number below is from a documented client engagement. Full breakdowns are on our case studies page.
Digital-first real estate platform. RealEstate schema deployed at scale, neighbourhood guides, and location-specific landing pages built for structured extraction.
Smart home appliances brand. International hreflang, product comparison content, and multi-region crawl strategy — the same structural clarity AI citation depends on.
B2B IT services — corporate brochure to lead generation machine. Crawl budget optimization, content strategy, and technical architecture overhaul.
What Clients Say
Full write-ups and verified metrics live on our case studies page — a few highlights below.
"We had no idea our robots.txt was blocking GPTBot until this audit. Fixing that one line changed everything."
"Our FAQ content started showing up in Perplexity answers within weeks of restructuring it the way they recommended."
"Finally a report that told us not just 'add schema' but exactly which entities were missing and why it mattered."
Placeholder quotes shown above — pull verified testimonials from mrooi.com/case-studies once accessible, and swap in before publishing.
Common Questions
Ready?
Architect your site for AI visibility. Get cited by ChatGPT, Google AI Overviews, and Perplexity — or your competitors will. 14-day setup, measurable results.