What AI says about OpenInference
OpenInference is a semantic convention specification for observability built on OpenTelemetry, standardizing how workloads such as model calls, agent reasoning steps, tool invocations, and retrievals are represented as distributed traces.
Since Jul 5Updated Nov 11, 2026Based on 17,650 AI answers
Reviewed by Dimitry Apollonsky
<1%
of AI answers about OpenInference and its rivals · since Jul 5
Based on 17,650 AI answers
- ChatGPT<1%
- Google AI Mode<1%
How often AI mentions OpenInference
of AI answers about OpenInference and its rivals
- · ChatGPT switched to GPT-6 Luna
Markets where AI mentions OpenInference
- LLM Observability & Tracing PlatformsOutside both engines’ top 25
- LLM Observability and Evaluation PlatformsOutside both engines’ top 25
- LLM Output Monitoring PlatformsOutside both engines’ top 25
- Prompt Management & Evaluation PlatformsOutside both engines’ top 25
- LLM Agent Frameworks and ToolingOutside both engines’ top 25
- MLOps and Inference Serving PlatformsOutside both engines’ top 25
Topics where AI mentions OpenInference
- Most mentionedMentioned in
- Our agent silently fails in production and we can't tell why — how do we get full traces of every step?on this questionLangSmith shares the lead for mentions with 2 more19%
Excerpts where OpenInference appeared in the AI's answer
Google AI ModeSep 29, 2026, Google AI Mode Adopt OpenTelemetry (OTel) & OpenInference: Instrument your code using OpenTelemetry standards.
Google AI ModeSep 17, 2026, Google AI Mode Implement OpenInference , an extension standard that maps agent operations
- We can't trace which specific document generation caused a particular answer. Who specializes in attribution and lineage for RAG?on this questionArize Phoenix shares the lead for mentions with 1 more19%
Excerpts where OpenInference appeared in the AI's answer
ChatGPTSep 28, 2026, ChatGPT Arize Phoenix / OpenInference — probably the closest match if your core question is “which retrieved chunks participated in producing this answer?”
ChatGPTSep 24, 2026, ChatGPT Arize Phoenix / OpenInference — probably the closest fit for runtime lineage.
- We need to ensure our agent's actions are compliant and auditable. What's the best tool for logging and auditing agent actions?on this questionLangSmith shares the lead for mentions with 1 more3%
- We need to create an audit trail for our LLM's decision-making process. What's the best observability tool for capturing a model's chain of thought?on this questionLangfuse shares the lead for mentions with 1 more3%
Excerpts where OpenInference appeared in the AI's answer
Google AI ModeAug 19, 2026, Google AI Mode Arize Phoenix / OpenInference : Best for a local-first, open-source workflow
- I need an SDK for evaluation that helps me A/B test prompt variations in production.on this questionBraintrust is the most-mentioned brand2%
Excerpts where OpenInference appeared in the AI's answer
Google AI ModeSep 11, 2026, Google AI Mode Arize Phoenix / OpenInference offers open-source tracing and evaluation integration
OpenInference in AI answers
The problem is, our LLM responses are inconsistent. What's the best tool for evaluating and scoring LLM output quality?
Sites AI cites
- 25%
Brands AI mentions
Mentioned in
- LangSmith15%
- Langfuse14%
- LangChain13%
- Braintrust13%
- LangChain LangGraph13%
