AI Visibility Index / Industries / GPU cloud & AI inference
Most AI-visible AI inference platforms (2026)
We scored 17 AI inference platforms on how easily ChatGPT, Perplexity, Claude and AI agents can find, understand and use them. Hyperbolic leads with 96/100. Data from our crawl on October 18, 2026; scores are a homepage snapshot, not live.
AI inference platforms average score
Whole-index average (-1 for this industry)
of these sites miss “Question & answer content”
| # | Product | Score | Crawlers | Content | Schema | Agents |
|---|---|---|---|---|---|---|
| 1 | Hyperbolic hyperbolic.xyz | 96 | 100 | 100 | 100 | 83 |
| 1 | Runpod runpod.io | 96 | 100 | 100 | 100 | 83 |
| 1 | Vast.ai vast.ai | 96 | 100 | 87 | 100 | 100 |
| 4 | Modal modal.com | 95 | 100 | 94 | 100 | 83 |
| 5 | Together AI together.ai | 91 | 89 | 94 | 100 | 83 |
| 6 | Fireworks AI fireworks.ai | 89 | 100 | 89 | 100 | 64 |
| 7 | Lambda lambdalabs.com | 88 | 100 | 89 | 67 | 83 |
| 8 | Lepton AI lepton.ai | 87 | 100 | 94 | 67 | 71 |
| 8 | Novita AI novita.ai | 87 | 100 | 94 | 20 | 100 |
| 8 | SambaNova sambanova.ai | 87 | 100 | 93 | 20 | 100 |
| 11 | Anyscale anyscale.com | 86 | 100 | 94 | 100 | 47 |
| 11 | CoreWeave coreweave.com | 86 | 100 | 94 | 100 | 47 |
| 13 | Baseten baseten.co | 82 | 100 | 89 | 20 | 83 |
| 14 | Paperspace paperspace.com | 74 | 95 | 83 | 20 | 64 |
| 15 | DeepInfra deepinfra.com | 73 | 100 | 85 | 20 | 47 |
| 16 | Cerebras cerebras.ai | 68 | 100 | 78 | 20 | 38 |
| 17 | Groq groq.com | 59 | 100 | 46 | 20 | 38 |
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 inference platforms vs the whole index
| Area | This industry | All 538 sites |
|---|---|---|
| Overall score | 85 | 86 |
| AI crawler access | 99 | 97 |
| Answer-engine content | 88 | 89 |
| Structured data | 63 | 71 |
| Agent readiness | 71 | 76 |
Most common gaps among AI inference platforms
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FAQ
Which AI inference platforms are the most visible to AI search engines?
In our October 18, 2026 crawl, the top-scoring AI inference platforms were Hyperbolic (96/100), Runpod (96/100), Vast.ai (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 inference platforms compare with the rest of the AI Visibility Index?
The 17 AI inference platforms we track average 85/100, 1 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 inference platforms?
82% of the AI inference platforms 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 inference platform 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.
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Methodology and full findings: State of AI Visibility 2026. Industry labels are assigned by RankRoot from each product's own homepage description.