AI Visibility Index / Industries / Voice AI & speech

Most AI-visible voice AI tools (2026)

We scored 13 voice AI tools on how easily ChatGPT, Perplexity, Claude and AI agents can find, understand and use them. Murf AI leads with 100/100. Data from our crawl on October 18, 2026; scores are a homepage snapshot, not live.

92

Voice AI tools average score

86

Whole-index average (+6 for this industry)

46%

of these sites miss “Question & answer content”

#ProductScoreCrawlersContentSchemaAgents
1Murf AI
murf.ai
100100100100100
2Bland
bland.ai
9894100100100
2ElevenLabs
elevenlabs.io
9810094100100
2Krisp
krisp.ai
9810094100100
2Sonix
sonix.ai
9810094100100
6Vapi
vapi.ai
9710089100100
7Speechmatics
speechmatics.com
9610010010083
8Deepgram
deepgram.com
951009410083
8Retell AI
retellai.com
959510010083
10Cartesia
cartesia.ai
8810010010047
10Synthflow AI
synthflow.ai
8810010010047
12Rev
rev.com
84951002083
13AssemblyAI
assemblyai.com
589523878

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

Voice AI tools vs the whole index

AreaThis industryAll 538 sites
Overall score9286
AI crawler access9897
Answer-engine content9189
Structured data8771
Agent readiness8576

Most common gaps among voice AI tools

Question & answer content46% (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").
Machine-usable interface (API / MCP)46% (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 H115% (index: 24%)
Fix: Use exactly one H1 that names the product and its core benefit.
llms.txt15% (index: 36%)
Fix: Publish the generated llms.txt below at https://yoursite/llms.txt.
JSON-LD structured data15% (index: 33%)
Fix: Add JSON-LD (generated below) so engines know your entity, product and pricing unambiguously.
Entity / product schema15% (index: 37%)
Fix: Add Organization + Product/SoftwareApplication schema with name, url, logo, sameAs (socials), offers.
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Listed here? Open your product's page to grab a “Ranked #N in Voice AI & speech” badge for your site or README.

FAQ

Which voice AI tools are the most visible to AI search engines?

In our October 18, 2026 crawl, the top-scoring voice AI tools were Murf AI (100/100), Bland (98/100), ElevenLabs (98/100). The score measures how easily ChatGPT, Perplexity, Claude and AI agents can crawl, understand and use each product's homepage.

How do voice AI tools compare with the rest of the AI Visibility Index?

The 13 voice AI tools we track average 92/100, 6 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 voice AI tools?

46% of the voice AI tools 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 voice AI tool 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 creationAI 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.