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Buying question

How should buyers compare retrieval platforms for grounded AI on accuracy, latency, observability, and total cost?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Sep 15, 2026. Each category is re-run in rotation, every few weeks.

Commercial

Kind of question

3

Model APIs

0

Brands named

6

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 APIsMentionsNamed by

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-4o-miniNone named008d80c11d…5b924
Anthropicanthropic/claude-haiku-4-5None named00cdd75513…3f867
Googlegoogle/gemini-2.5-flashNone named6661bd76c8…c85f4

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
groundcover.comhttps://groundcover.com/guides/ai-observability-evaluation-platforms-compared1Google1
confident-ai.comhttps://confident-ai.com/knowledge-base/compare/10-llm-observability-tools-to-evaluate-and-monitor-ai-20262Google1
konghq.comhttps://konghq.com/blog/learning-center/guide-to-ai-observability3Google1
datadoghq.comhttps://datadoghq.com/knowledge-center/ai-observability/4Google1
cribl.iohttps://cribl.io/resources/comparison-guides/top-11-ai-observability-platforms/5Google1
arize.comhttps://arize.com/blog/best-ai-observability-tools-for-autonomous-agents-in-2026/6Google1
Snapshots
700b19bd-504a-485d-a73f-487ac78c1b02
Question set
enterprise-search-platforms-2026-07-27
Benchmark version
4-enterprise-search-platforms-2026-07-27-models-64232fd32583
What is kept
Measured in Enterprise search. 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.