AI Visibility Index / Industries / AI meeting assistants

Most AI-visible AI meeting assistants (2026)

We scored 9 AI meeting assistants on how easily ChatGPT, Perplexity, Claude and AI agents can find, understand and use them. Fireflies.ai leads with 98/100. Data from our crawl on October 18, 2026; scores are a homepage snapshot, not live.

89

AI meeting assistants average score

86

Whole-index average (+3 for this industry)

67%

of these sites miss “Question & answer content”

#ProductScoreCrawlersContentSchemaAgents
1Fireflies.ai
fireflies.ai
9810093100100
1Granola
granola.ai
9810094100100
3Tana
tana.inc
961009310090
4Fathom
fathom.video
93959410083
5tl;dv
tldv.io
921008710083
6Zoom
zoom.us
901009410064
7Read AI
read.ai
87957410083
8Otter.ai
otter.ai
74100892047
9Amie
amie.so
71100742054

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 meeting assistants vs the whole index

AreaThis industryAll 538 sites
Overall score8986
AI crawler access9997
Answer-engine content8889
Structured data8271
Agent readiness7876

Most common gaps among AI meeting assistants

Question & answer content67% (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").
Meta description44% (index: 21%)
Fix: Write a 50-160 char description stating exactly what the product does.
Machine-usable interface (API / MCP)44% (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.
One clear H144% (index: 24%)
Fix: Use exactly one H1 that names the product and its core benefit.
llms.txt33% (index: 36%)
Fix: Publish the generated llms.txt below at https://yoursite/llms.txt.
Docs / help content linked22% (index: 8%)
Fix: Publish public docs/how-to pages and link them from the homepage and llms.txt.
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FAQ

Which AI meeting assistants are the most visible to AI search engines?

In our October 18, 2026 crawl, the top-scoring AI meeting assistants were Fireflies.ai (98/100), Granola (98/100), Tana (96/100). The score measures how easily ChatGPT, Perplexity, Claude and AI agents can crawl, understand and use each product's homepage.

How do AI meeting assistants compare with the rest of the AI Visibility Index?

The 9 AI meeting assistants we track average 89/100, 3 points above the 86/100 average across all 538 SaaS and AI sites in the index.

What is the most common AI visibility gap among AI meeting assistants?

67% of the AI meeting assistants 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 meeting assistant 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 & documentationAI models & model APIsGPU 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 & speechTasks, 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.