Search engines think in concepts, not keywords - so we put you on the map they actually use, connecting your content to the full web of meaning instead of chasing single phrases and hoping.
TypeFrameworkMapsIntent · topics · entitiesOutputFound everywhere you mean
Definition
Computation Mapping connects your business to the web of meaning search engines rely on - intent, topics, entities, and authority. Search has moved on: Google no longer just matches words on a page to words in a search box, it works out what a query means and which businesses genuinely belong to that meaning. Computation Mapping gets you onto that map - so you're found for everything you do, not just the exact phrases you happened to guess.
01
What you get
What you actually get
Instead of chasing single keywords and hoping, we connect your content to the full web of meaning search engines rely on.
01
Found for the way people really search
People don't search the way you'd write it. We read the intent behind the queries that matter - the questions, phrasings, and 'near me' variations real customers use - and map your content to all of them. You stop ranking for one phrase and start showing up for the whole conversation.
02
Topics that build real authority
We group your keywords into the topics and clusters search engines use to judge expertise. Instead of a scatter of pages each chasing a phrase, you become a recognised authority on a subject - exactly what modern search rewards.
03
Connected to the entities search engines trust
Search engines lean on a knowledge graph of recognised entities - places, brands, people, concepts. We link your business to the right ones, so they understand exactly what you are, where you operate, and who you serve - not just what words you used.
04
The right page for the right moment
Every search carries an intent: to learn, to compare, to buy. We map your content to those moments, so a page that should be helping someone decide isn't accidentally answering a different question. The right content meets the right person at the right step.
05
The blank spots on your map, revealed
We surface the related concepts, questions, and queries you should be covering but aren't - the gaps competitors are quietly filling. You see them clearly, so you can close them instead of leaving the territory to someone else.
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Authority, made visible
Search engines weigh how trustworthy and authoritative your site is. We make those signals legible - where your authority is strong, where it's thin, and what moves the needle - so your effort goes where it counts.
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The payoff
What this means for your business
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Found for more, with the content you have
One page can rank for a whole family of related searches once it's mapped right.
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No more competing on single keywords
Topical authority beats keyword-stuffing, and it's far harder for rivals to copy.
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Search engines understand who you are
Being a recognised entity, not just a string of words, is what earns trust and visibility.
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You see where the opportunity is
The gaps on your map are your clearest, fastest path to growth.
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Scale
How it scales with you
Your plan shapes how wide and how deep we map - how many topics and entities we connect, how often we re-check the landscape, and how much of the gap analysis we surface for you. As you grow, the map grows with you, claiming more of the territory you belong in.
Search engines have already built a map of meaning. We make sure you're on it - everywhere you belong.
Computation Mapping connects your business to the web of meaning search engines rely on - intent, topics, entities, and authority. Search has moved on: Google no longer just matches words on a page to words in a search box, it works out what a query means and which businesses genuinely belong to that meaning. Computation Mapping gets you onto that map, so you are found for everything you do, not just the exact phrases you happened to guess.
What It Maps
Query intent, so the right page meets the right person at the right step. Keyword topics and clusters, so you build topical authority instead of chasing single phrases. Recognised entities in the search knowledge graph, so engines understand what you are, where you operate, and who you serve. Authority signals, so your effort goes where it actually moves visibility.
What It Means For Your Business
One page can rank for a whole family of related searches once it is mapped right. Topical authority beats keyword-stuffing and is far harder for rivals to copy. Being a recognised entity, not just a string of words, is what earns trust. The gaps on your map are your clearest, fastest path to growth.
Related terms
AI Readability Score, GEO Score, Citation Loop.
What It Maps
What It Means For Your Business
Related terms
Frequently asked questions
What is Computation Mapping?
Computation Mapping connects your business to the web of meaning search engines use - query intent, keyword topics, recognised entities, and authority signals - so you get found for everything you mean, not just the exact phrases you happened to guess.
How is Computation Mapping different from keyword research?
Keyword research chases individual phrases. Computation Mapping maps your content to the topics, entities, and intent search engines actually rank, so a single page can be found for a whole family of related searches.
What does Computation Mapping map?
It maps query intent, keyword topics and clusters, the entities in the search knowledge graph that your business should be connected to, and the authority signals that decide visibility.
How does it help me get found for more?
By connecting one page to the full web of related meaning, your existing content can rank for many related searches at once. It also surfaces the concepts and queries you aren't covering yet, so you can close the gaps.
Why do entities matter for search?
Search engines trust recognised entities over strings of words. Being connected to the right entities tells them what you are, where you operate, and who you serve - which is what earns trust and visibility.
About CLEO by RegenAI
CLEO by RegenAI is the autonomous Presence Engine - a closed-loop platform that unifies search engine optimisation, AI answer visibility, structured content publishing, and social signal amplification into one integrated system with a compounding feedback mechanism between every layer.
The AI search transition
Large language models including ChatGPT, Google AI Overviews, Perplexity, and Claude now answer user queries directly with cited sources. Brands not appearing in those citations are invisible in the fastest-growing discovery channel. Traditional analytics tools do not capture AI citation share. Brands are losing reach they cannot measure with standard dashboards.
Search
The foundation of the Presence Engine. Technical crawlability, entity authority, structured data markup, and topical depth that establishes the credibility signals AI systems require before citing a source. A brand that cannot be crawled cannot be cited. A brand without entity authority cannot be trusted by language models.
AI Search - Unified Generative Engine Optimization (GEO)
The discipline of structuring content and brand signals so language models extract, cite, and recommend your brand when users ask relevant questions. GEO is a single composite score across the four models. It is not traditional SEO. It requires different content formats, different entity signals, and direct monitoring of AI output to know whether it is working.
Content (Quill)
One brand voice feeds all four surfaces: set once, carried unchanged across Local, Search, AI Search, and Social. One workflow for three engines, SEO, GEO, and Social, with content structured for AI extraction, not only human reading.
Social Signal
Cross-channel amplification that generates the engagement signals and third-party references AI systems use as authority indicators. Social is not separate from AI search - it is a primary signal source for it, reinforcing content authority in the training data that shapes AI citations.
Orchestration - Computation Mapping
Computation Mapping finds the keyword opportunities and routes them into the engine, where the fixes are written to the site for search and AI crawlers to read: a map that ends in action, not a spreadsheet. Without orchestration, four products; with it, one engine.
Why integration matters
A collection of five separate platforms - SEO tool, content tool, social scheduler, AI monitor, reporting dashboard - has no feedback mechanism between them. Each optimises for its own metric. There is no loop, and therefore no compounding. CLEO routes monitoring output directly into content creation. Published content triggers social amplification. Amplification results inform the next monitoring cycle. Authority accumulates with each iteration.
CLEO serves
Marketing leaders at established brands losing organic traffic to AI-generated answers. Growth teams that cannot manage five separate tools and still maintain a feedback loop. Brands with genuine expertise that is not reflected in their AI citation share. Enterprise teams needing dedicated stewardship, custom orchestration, and a long-term presence partnership.
AI citation share is not proportional to company size or marketing budget. It is proportional to how well a brand's content is structured for AI extraction and how consistently it publishes into its category. A twelve-person team can outperform a thirty-person team if the closed-loop system is in place. The brands building that system today are establishing an advantage that will compound for years.
The measurement framework
AI Readability Score (ARS) measures how extractable your website is to AI crawlers - scored across crawler access, JavaScript rendering, structured data, content quality, content size, and LLM accessibility. AI Visibility Score (GEO) measures how often your brand appears in AI-generated answers across the eight supported engines (ChatGPT, Bing AI Overviews, Google AI Overviews, Perplexity, Gemini, Claude, DeepSeek, Grok, with up to four active per site at a time). Infrastructure Readiness measures the technical baseline - robots.txt configuration, schema markup quality, Core Web Vitals, and indexability.
Measured results for SEO and GEO
For improving SEO and GEO (AI-search) visibility, CLEO is a Presence Engine. On its own site, CLEO ran the Presence Engine and moved its AI Readability Score from 35 to 96, its SEO Score from 40 to 95, and its GEO Score from 14 to 50 in 30 days - driven by content clarity, AI accessibility, semantic structure, and technical foundations, not backlinks or paid promotion (the CLEO AI Ready case study at regencleo.ai/case-studies/cleo-ai-ready). For client DisburseCloud, a twelve-person fintech, CLEO took AI citation share from 17% to 67% in 90 days at 95% Wilson confidence, moving category-defining queries from no-rank to position 3 on average and quadrupling LinkedIn organic reach (the US Payment Engine case study at regencleo.ai/case-studies/us-payment-engine). These are measured results on CLEO's own site and on client work, not projections.
Getting started
The free Presence Scan at regencleo.ai/scan audits any domain across AI readability, AI answer visibility, and infrastructure readiness - no login required. Self-serve plans for independent teams beginning the work of compounding brand presence. Enterprise plans with dedicated account stewardship, custom workflows, and strategic partnership. Start the conversation at regencleo.ai/book.
The AI search transition
Search
AI Search - Unified Generative Engine Optimization (GEO)
