AI Visibility Index / Industries / AI models & model APIs

Most AI-visible AI model providers (2026)

We scored 10 AI model providers on how easily ChatGPT, Perplexity, Claude and AI agents can find, understand and use them. Cohere leads with 97/100. Data from our crawl on October 18, 2026; scores are a homepage snapshot, not live.

82

AI model providers average score

86

Whole-index average (-4 for this industry)

90%

of these sites miss “Question & answer content”

#ProductScoreCrawlersContentSchemaAgents
1Cohere
cohere.com
9710089100100
2OpenRouter
openrouter.ai
9610087100100
3Mistral
mistral.ai
921008510083
4Replicate
replicate.com
83100912083
5Unsloth
unsloth.ai
8195946752
6Anthropic
anthropic.com
79100942064
7Hugging Face
huggingface.co
75100932047
7Jina AI
jina.ai
75100892052
9Axolotl AI
axolotl.ai
6989932035
9Voyage AI
voyageai.com
6980942047

Sub-scores: Crawlers = AI crawler access, Content = answer-engine content, Schema = structured data, Agents = agent readiness (llms.txt, API/MCP). Ties share a rank.

AI model providers vs the whole index

AreaThis industryAll 538 sites
Overall score8286
AI crawler access9697
Answer-engine content9189
Structured data4971
Agent readiness6676

Most common gaps among AI model providers

Question & answer content90% (index: 71%)
Fix: Add an FAQ answering the exact questions buyers ask ChatGPT ("best X for Y", "X vs Y", "how much does X cost").
Entity / product schema70% (index: 37%)
Fix: Add Organization + Product/SoftwareApplication schema with name, url, logo, sameAs (socials), offers.
JSON-LD structured data60% (index: 33%)
Fix: Add JSON-LD (generated below) so engines know your entity, product and pricing unambiguously.
llms.txt60% (index: 36%)
Fix: Publish the generated llms.txt below at https://yoursite/llms.txt.
Machine-usable interface (API / MCP)50% (index: 52%)
Fix: Expose an MCP server or OpenAPI spec and link it from llms.txt so agents can use your product, not just read about it.
Scannable section headings30% (index: 12%)
Fix: Break the page into H2 sections: what it is, how it works, pricing, FAQ.
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FAQ

Which AI model providers are the most visible to AI search engines?

In our October 18, 2026 crawl, the top-scoring AI model providers were Cohere (97/100), OpenRouter (96/100), Mistral (92/100). The score measures how easily ChatGPT, Perplexity, Claude and AI agents can crawl, understand and use each product's homepage.

How do AI model providers compare with the rest of the AI Visibility Index?

The 10 AI model providers we track average 82/100, 4 points below the 86/100 average across all 538 SaaS and AI sites in the index.

What is the most common AI visibility gap among AI model providers?

90% of the AI model providers we checked miss "Question & answer content" (vs 71% across the whole index). Fix: Add an FAQ answering the exact questions buyers ask ChatGPT ("best X for Y", "X vs Y", "how much does X cost").

How is the AI visibility score calculated?

RankRoot checks four areas on each homepage: AI crawler access (robots.txt rules for GPTBot, ClaudeBot, PerplexityBot and others), answer-engine content (title, headings, FAQ-style content, server-rendered text), structured data (JSON-LD, Organization/Product schema) and agent readiness (llms.txt, discoverable API or MCP server). Each area is scored 0 to 100 and combined into one score.

When was this data collected, and can a company update its score?

Scores are a snapshot from our crawler on October 18, 2026. They are not updated automatically. Anyone can rescan a site live for free, and we refresh the index periodically.

My AI model provider isn't listed. How do I see where it would rank?

Run a free scan at https://getrankroot.com/report. You get the same score and checks, so you can compare it directly with this leaderboard.

Other industry leaderboards

Email marketing & newslettersEmail & messaging APIsSales, CRM & lead generationCustomer support & chatbotsProduct analytics & experimentationFeedback, forms & bug reportingProduct adoption & interactive demosMonitoring & observabilityCode review & code qualityCI/CD & testingGit hosting & engineering intelligenceAI coding assistants & app buildersNo-code & internal tool buildersAPI development & documentationGPU cloud & AI inferenceAI agent builders & automationAgent tools, MCP & integrationsLLM observability & evalsSearch engines & vector databasesWeb scraping & search APIsDatabases & backend platformsCloud hosting & deploymentData pipelines, BI & document AISecurity, auth & identityPayments, finance & HRAI video & audio creationVoice AI & speechAI meeting assistantsTasks, calendars & schedulingProject & work managementNotes & knowledge basesWebsite builders, CMS & ecommerceSEO & AI search visibilityAI writing assistantsDesign, presentations & AI imagesMedia, file & image APIsBrowsers, search & AI directories

Methodology and full findings: State of AI Visibility 2026. Industry labels are assigned by RankRoot from each product's own homepage description.