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Buying question

Which enterprise AI observability platform offers private deployment, role-based access, SSO, audit logs, and data residency?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Oct 22, 2026. Each category is re-run in rotation, every few weeks.

Recommendation

Kind of question

3

Model APIs

2

Brands named

8

Pages cited

Brands

Brands the answers named

Ordered by how many model APIs named the brand, then by mentions. A mention is not an endorsement or a position.
Rank#BrandModel APIsMentionsOwn-site citationsNamed by
1Fiddlerfiddler.ai122Anthropic
2Langfuselangfuse.com110OpenAI

Model APIs

What each model API returned

One row per model API. The hash identifies the exact answer without publishing it.
Model APIModelBrands namedCitationsDomainsAnswer hash
OpenAIopenai/gpt-6-lunaLangfuse00eaddb70e…6bb75
Anthropicanthropic/claude-haiku-5.5Fiddler32196e1109…a7a71
Googlegoogle/gemini-3.1-flash-liteNone named54d20af724…ad514

Sources

Pages the answers cited

Hostnames come from the URLs the answers returned. Best position is the earliest place a page was cited in an answer.
DomainCited pageBest positionCited byCitations
confident-ai.comhttps://confident-ai.com/knowledge-base/guides/enterprise-ai-governance-audit-trails1Google1
cribl.iohttps://cribl.io/resources/comparison-guides/top-11-ai-observability-platforms/1Anthropic1
fiddler.aihttps://fiddler.ai/resources/build-responsible-ai-with-mission-critical-ai-observability2Anthropic1
openobserve.aihttps://openobserve.ai/security-compliance/2Google1
fiddler.aihttps://fiddler.ai/ai-observability3Anthropic1
laracopilot.comhttps://laracopilot.com/enterprise/3Google1
confident-ai.comhttps://confident-ai.com/knowledge-base/compare/best-enterprise-llm-observability-tools4Google1
observableai.aihttps://observableai.ai/5Google1
Snapshots
b508948a-6a42-4345-b118-2d4a4bb38b87
Question set
llm-observability-platforms-2026-07-27
Benchmark version
4-llm-observability-platforms-2026-07-27-models-16124f05e021
What is kept
Measured in AI observability. Full answers are not stored or published, and no customer data is included.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.