LLM Evaluation
272 prompts · 283 observations · last seen Oct 21, 2026
Most mentioned brands
Prompts
Brands:Soc 2,
Iso 27001,Standard Contractual Clauses,Business Associate Agreement,
Sso
Brands:Langsmith,Promptfoo,
Langchain,
Langgraph
Brands:Arize Phoenix,
Ragas
Brands:Opentelemetry,
Kafka,
Pub Sub,
Kinesis,
Grafana
Brands:GitHub Actions,
Langsmith,
Openai Evals
Brands:Ragas,Trulens,
Langsmith,
Langchain,Promptfoo
Brands:Openai Evals,
Langsmith,Trulens,
Ragas
Brands:Langsmith,
Openai Evals,
Ragas,Promptfoo,Trulens
Brands:Rouge,Bertscore,Bleurt,Comet,Factcc
How did Obsurfable measure this?
Obsurfable records AI answers to buyer-style prompts in its research corpus (283 observations for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI,
ChatGPT,
Google,
Gemini,
Google AI Mode,
Anthropic,
Claude,
Perplexity,
Grok,
DeepSeek,
Mistral,
Copilot,
Meta AI,
Qwen.
How can brands improve their AEO?
Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.
Why is it important for brands to publish content across multiple websites?
Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.
Want this interpreted for your brand?
Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.