What is the current consensus on the best open-source evaluation frameworks for measuring LLM response quality and latency regression in CI/CD pipelines?
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The searches the AI actually ran for this prompt.
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What is the current consensus on the best open-source evaluation frameworks for measuring LLM response quality and latency regression in CI/CD pipelines?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 open source LLM evaluation frameworks CI/CD promptfoo DeepEval Ragas Inspect AI latency benchmarking comparison Google ↗
GitHub promptfoo DeepEval Ragas Inspect AI Arize Phoenix LLM evaluation CI integration latency metrics framework Google ↗
- LLM Evaluation Tools 2026: Open-Source Frameworks Compared · vdf.ai
- State of LLM eval tools and benchmarks (October 2026) · evalsreview.com
- Eval Frameworks Compared · thepromptbench.com
- GitHub - aglio-lab/ai-evaluation-tools: The comprehensive list of AI evaluation tools: 300+ open-source and commercial LLM evaluation frameworks, platforms, benchmarks, observability, red teaming, and guardrails — for LLMs, RAG, and AI agents. · github.com
- Promptfoo GitHub · github.com
- Documentation · promptfoo.dev
- DeepEval GitHub · github.com
- Documentation · deepeval.com
- Ragas GitHub · github.com
- Documentation · docs.ragas.io
- Opik GitHub · github.com
- Langfuse GitHub · github.com
- GitHub · github.com
- GitHub · github.com
- Documentation · docs.vllm.ai
- GitHub · github.com
- GitHub · github.com
- inference-perf/paper/paper.md at main · kubernetes-sigs/inference-perf · github.com
- Benchmarking with Inference Perf · awslabs.github.io
- Benchmarking LLM Inference at Scale with AIPerf · developer.nvidia.com
- tt-inference-server/docs/benchmarking_tools.md at main · tenstorrent/tt-inference-server · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 open source LLM evaluation frameworks CI/CD promptfoo DeepEval Ragas Inspect AI latency benchmarking comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub promptfoo DeepEval Ragas Inspect AI Arize Phoenix LLM evaluation CI integration latency metrics framework OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |