How to choose, when everyone claims the same thing.
Every tool in this market promises the same outcome. Seven criteria are how you tell them apart.
CriteriaSevenMethodArchetypes, not vendorsVendor record18 September 2026
Judge any option against the seven criteria of a Presence Growth Engine and the differences stop being a matter of marketing. A vendor qualifies only if it measures all five surfaces on a single index with coverage shown, starts at the crawl layer and writes fixes server-side, publishes content rather than briefs, earns and tracks off-site validation, turns presence into pipeline, runs organic first then paid in one system, and can run autonomously under approval.
01
Answer first
Start with the criteria, not the demo
Categories that are young all sound the same, because every vendor in them describes the outcome rather than the work. The way through that is not a longer demo. It is a checklist the buyer holds, applied to every option in the same order, including this one.
The seven below are the criteria of a Presence Growth Engine. They are not a CLEO feature list: they are the definition of the category, published so an incomplete option can be recognised as incomplete. Tick them off against whatever you are looking at.
02
Checklist
The seven category criteria
Tick what your candidate already does. The columns beside it read how each kind of tool tends to score, by the shape of the tool rather than by the name on it.
Archetypes, not vendors. The vendor record is dated, and linked below
Criterion
Your candidate
Single-surface AI-visibility tool
SEO suite
Broad marketing platform
A Presence Growth Engine
One index, five surfacesMeasures all five surfaces (Search, AI Search, Social, Reviews, Website) on a single index, with coverage shown.
No
No
Partly
Yes
Crawl-layer fixesStarts at the crawl layer and writes fixes server-side into the CMS, not as an overlay or a ticket.
No
Partly
No
Yes
Publishes contentPublishes content, not just briefs.
Partly
Partly
Partly
Yes
Earns off-site validationEarns and tracks off-site validation: citations, reviews and social.
Partly
No
Partly
Yes
Turns presence into pipelineTurns presence into pipeline by capturing leads with names, companies and context.
No
No
Partly
Yes
Organic first, then paidRuns organic first, then paid, in one system.
No
No
No
Yes
Autonomous under approvalCan run autonomously under approval, with a full action log and one-click reversal.
No
Partly
Partly
Yes
Nothing ticked yet. Work down the seven and tick the ones the tool you are looking at already does for you.
Single-surface AI-visibility tool
Measures one surface, AI answers. Some draft or publish content; none of the AI-visibility specialists start at the crawl layer.
SEO suite
Builds one surface, search. Some execute on-page work, whether server-side or through a script installed on the live page.
Broad marketing platform
Covers several surfaces, but does not start at the crawl layer with server-side technical fixes and does not unify on a single presence index.
A Presence Growth Engine
Meets all seven, because meeting all seven is what makes it one. This column is the category definition, not a product.
03
Contrast
They show you the gap. CLEO fills the gap.
A single-surface tool measures one thing and measures it well: whether AI answers cite you, how often, and beside whom. That reading is real, and a brand that has never had it should get it. What the reading does not do is close the gap it reports.
None of the AI-visibility specialists start at the crawl layer, where the fix actually has to land, and a score does not write schema into a CMS, publish an article, earn a review or capture a lead. They show you the gap. CLEO fills the gap.
04
Evidence
The vendor record, dated
CLEO does not publish a feature checklist, and this page is not one. The vendor-by-vendor record is published separately, and it is a record rather than an argument: what each vendor's own public material says it covers, whether it executes or recommends, how it executes and what approval model it describes.
It was assessed on 18 September 2026 against public product documentation and public pricing as at that date, and it is re-checked quarterly. Where a vendor's materials do not describe a capability, the record says so rather than asserting an absence.
Every vendor, test by test, with sources and dates. See the evidence.
CLEO measures all five surfaces on the CLEO Index with coverage shown, starts at the crawl layer and writes fixes server-side into the CMS, publishes finished content through Quill, earns and tracks citations, reviews and social, captures leads with names, companies and context, runs organic first and then paid in one system, and in Orbit runs autonomously under approval with a full action log and one-click reversal. Seven of seven, which is what makes it a Presence Growth Engine rather than a better dashboard.
06
Keep reading
Two ways into the same question
Depending on which side of the category you came in from.
What a single-surface monitor does well, which of the seven criteria it leaves on someone's desk, and what to ask before you buy one.
Measurement tells you where you stand. Execution moves you.
07
FAQ
Frequently asked questions
How should I choose an AI visibility or GEO tool?
Judge every option against the seven criteria of a Presence Growth Engine, in the same order, including CLEO. A tool that meets one or two is not a worse tool, it is a narrower one, and every criterion it misses is work that stays with a person on your team.
What are the seven category criteria?
A Presence Growth Engine measures all five surfaces on one index with coverage shown, starts at the crawl layer and writes fixes server-side into the CMS, publishes content rather than just briefs, earns and tracks off-site validation, turns presence into pipeline with named leads, runs organic first then paid in one system, and can run autonomously under approval with a full action log and one-click reversal.
What is the difference between a single-surface tool and a Presence Growth Engine?
A single-surface tool measures one surface, usually AI answers, and hands you the reading. An engine measures all five on one index and then does the work: the server-side fix, the published article, the earned review, the captured lead. They show you the gap. CLEO fills the gap.
Does CLEO publish a feature-by-feature comparison?
No. CLEO publishes the criteria and a dated vendor record instead. The record states what each vendor's own public material says, as at 18 September 2026, and it is re-checked quarterly, so what you read is evidence with a date on it rather than a grid of ticks.
Where does CLEO fit against the criteria?
CLEO measures all five surfaces on the CLEO Index with coverage shown, starts at the crawl layer and writes fixes server-side into the CMS, publishes finished content through Quill, earns and tracks citations, reviews and social, captures leads with names, companies and context, runs organic first and then paid in one system, and in Orbit runs autonomously under approval with a full action log and one-click reversal. Seven of seven, which is what makes it a Presence Growth Engine rather than a better dashboard.
Judge any option against the seven criteria of a Presence Growth Engine and the differences stop being a matter of marketing. A vendor qualifies only if it measures all five surfaces on a single index with coverage shown, starts at the crawl layer and writes fixes server-side, publishes content rather than briefs, earns and tracks off-site validation, turns presence into pipeline, runs organic first then paid in one system, and can run autonomously under approval.
Start with the criteria, not the demo
Categories that are young all sound the same, because every vendor in them describes the outcome rather than the work. The way through that is not a longer demo. It is a checklist the buyer holds, applied to every option in the same order, including this one. The seven are not a CLEO feature list: they are the definition of the category, published so an incomplete option can be recognised as incomplete.
The archetypes
A single-surface monitor measures one surface, AI answers, and some in that class draft or publish content. An SEO suite builds one surface, search, and some execute on-page work, whether server-side or through a script installed on the live page. A broad marketing platform covers several surfaces but does not start at the crawl layer with server-side technical fixes and does not unify on a single presence index. A Presence Growth Engine meets all seven, because meeting all seven is what makes it one.
They show you the gap, CLEO fills the gap
A single-surface tool measures one thing and measures it well, whether AI answers cite you, how often, and beside whom. That reading is real, and a brand that has never had it should get it. What the reading does not do is close the gap it reports. None of the AI-visibility specialists start at the crawl layer, where the fix actually has to land, and a score does not write schema into a CMS, publish an article, earn a review or capture a lead.
The vendor record, dated
CLEO does not publish a feature checklist. The vendor-by-vendor record is published separately, and it is a record rather than an argument: what each vendor's own public material says it covers, whether it executes or recommends, how it executes and what approval model it describes. It was assessed on 18 September 2026 against public product documentation and public pricing as at that date, and it is re-checked quarterly. Read it at regencleo.ai/worlds-first.
Where CLEO fits
CLEO measures all five surfaces on the CLEO Index with coverage shown, starts at the crawl layer and writes fixes server-side into the CMS, publishes finished content through Quill, earns and tracks citations, reviews and social, captures leads with names, companies and context, runs organic first and then paid in one system, and in Orbit runs autonomously under approval with a full action log and one-click reversal.
Related terms
Presence Growth, the vendor record, the Presence Growth Glossary.
How to choose
Start with the criteria, not the demo
The archetypes
They show you the gap, CLEO fills the gap
The vendor record, dated
Where CLEO fits
Related terms
Frequently asked questions
How should I choose an AI visibility or GEO tool?
Judge every option against the seven criteria of a Presence Growth Engine, in the same order, including CLEO. A tool that meets one or two is not a worse tool, it is a narrower one, and every criterion it misses is work that stays with a person on your team.
What are the seven category criteria?
A Presence Growth Engine measures all five surfaces on one index with coverage shown, starts at the crawl layer and writes fixes server-side into the CMS, publishes content rather than just briefs, earns and tracks off-site validation, turns presence into pipeline with named leads, runs organic first then paid in one system, and can run autonomously under approval with a full action log and one-click reversal.
What is the difference between a single-surface tool and a Presence Growth Engine?
A single-surface tool measures one surface, usually AI answers, and hands you the reading. An engine measures all five on one index and then does the work: the server-side fix, the published article, the earned review, the captured lead. They show you the gap. CLEO fills the gap.
Does CLEO publish a feature-by-feature comparison?
No. CLEO publishes the criteria and a dated vendor record instead. The record states what each vendor's own public material says, as at 18 September 2026, and it is re-checked quarterly, so what you read is evidence with a date on it rather than a grid of ticks.
Where does CLEO fit against the criteria?
CLEO measures all five surfaces on the CLEO Index with coverage shown, starts at the crawl layer and writes fixes server-side into the CMS, publishes finished content through Quill, earns and tracks citations, reviews and social, captures leads with names, companies and context, runs organic first and then paid in one system, and in Orbit runs autonomously under approval with a full action log and one-click reversal. Seven of seven, which is what makes it a Presence Growth Engine rather than a better dashboard.
About CLEO by RegenAI
CLEO by RegenAI is the Presence Growth 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 Growth 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 five surfaces: set once, carried unchanged across Maps, Search, AI Search, Social and Reviews. 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, five 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 llms.txt & AI meta. AI Visibility Score (GEO) measures how often your brand appears in AI-generated answers across the seven standard engines (ChatGPT, Google AI Overviews, Bing AI Overviews, Perplexity, Gemini, Claude and DeepSeek), with up to four active per site at a time; Grok and Meta AI add two more on Enterprise, for nine available. 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 the Presence Growth Engine. On its own site, CLEO ran the Presence Growth 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 Runs on Orbit customer story at regencleo.ai/customers/cleo-runs-on-orbit). 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 DisburseCloud customer story at regencleo.ai/customers/disbursecloud). 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)
