Evaluation
Observability, prompt testing, and quality scoring.
48 tools
Evaluation is the discipline most underinvested in by AI product teams. Choosing an eval tool early is much cheaper than retrofitting one when an LLM regression hits production.
Spans full eval + observability platforms (Braintrust, LangSmith), prompt management (Humanloop, PromptLayer), ML-broad tracking with LLM features (Weights & Biases), and proxy-based observability (Helicone).
Pick Braintrust or LangSmith for full eval + observability. Pick Humanloop if PMs need to edit prompts. Pick Helicone for a one-line install on existing OpenAI/Claude code. Pick Patronus for automated hallucination/safety evals at scale.
Braintrust
FeaturedEval, monitor, and improve AI products end-to-end.
LangSmith
LangChain's eval + observability platform.
Weights & Biases
The ML experiment tracker, now with LLM eval features.
Helicone
Open-source LLM observability — one-line proxy install.
Arize AI
Enterprise observability and evaluation platform for LLM agents and generative AI applications.
Giskard
Continuous AI red teaming platform that stress-tests LLM agents for vulnerabilities before they hit production.
Great Expectations
Open-source data quality framework for validating the datasets that feed your ML and analytics pipelines.
Humanloop
Prompt management + evals for collaborative AI teams.
LiveBench
Contamination-free LLM benchmark that refreshes its questions monthly to keep frontier models honest.
Athina AI
Collaborative LLM evaluation and observability platform for teams shipping AI features to production.
Berkeley Function-Calling Leaderboard
Open benchmark from UC Berkeley that ranks LLMs on real-world tool-use and function-calling accuracy.
HoneyHive
OpenTelemetry-native observability and evaluation platform for LLM agents in production.
MLflow
Open-source platform for tracking, evaluating, and deploying ML models and LLM applications.
OpenAI Evals
OpenAI's open-source framework for benchmarking LLMs against a shared registry of evaluations.
TruLens
Open-source evaluation and tracing framework for LLM apps and agents, built on OpenTelemetry.
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W&B Weave
Production observability, tracing, and evaluation for LLM and agent systems from the Weights & Biases stack.
LLM Stats
Live leaderboard and side-by-side comparison hub for 300+ frontier LLMs across reasoning, coding, and multimodal benchmarks.
PromptLayer
Lightweight prompt logging + management for OpenAI/Claude apps.
Patronus
Automated LLM evaluation for hallucinations, safety, and quality.
Langfuse
Open-source LLM observability, prompt management, and evaluation in one platform.
MathEval
Holistic benchmark suite for evaluating mathematical reasoning in large language models.
Opik
Open-source LLM observability and evaluation platform for debugging and monitoring AI agents in production.
Inspect AI
Open-source LLM evaluation framework from the UK AI Security Institute with 200+ built-in benchmarks.
Kiln AI
Open-source workbench for building, evaluating, and fine-tuning AI agents across 190+ models.