Best AI tools for safety testing

Patronus

Evaluation · Platform (any LLM)

7.8

Automated LLM evaluation for hallucinations, safety, and quality.

Arize AI

Evaluation · Multi-model

Enterprise observability and evaluation platform for LLM agents and generative AI applications.

Giskard

Evaluation · Multi-model

Continuous AI red teaming platform that stress-tests LLM agents for vulnerabilities before they hit production.

Great Expectations

Evaluation

Open-source data quality framework for validating the datasets that feed your ML and analytics pipelines.

HoneyHive

Evaluation · Multi-model

OpenTelemetry-native observability and evaluation platform for LLM agents in production.

Inspect AI

Evaluation · Multi-model

Open-source LLM evaluation framework from the UK AI Security Institute with 200+ built-in benchmarks.

LLMEval

Evaluation · Multi-model

Open academic benchmark suite for stress-testing LLMs on contamination-resistant, domain-specific tasks.

LangFast

Evaluation · Multi-model

No-signup LLM playground for testing, comparing, and versioning prompts against your own API keys.

OpenAI Evals

Evaluation · OpenAI GPT models (extensible)

OpenAI's open-source framework for benchmarking LLMs against a shared registry of evaluations.

Opik

Evaluation · Multi-model

Open-source LLM observability and evaluation platform for debugging and monitoring AI agents in production.

Prompt Foundry

Evaluation · OpenAI + Anthropic (multi-model)

Prompt management and side-by-side LLM evaluation for OpenAI and Anthropic models.

Promptfoo

Evaluation · Multi-model

Open-source eval and red-teaming framework for LLM apps, prompts, and RAG pipelines.

TruLens

Evaluation · Multi-model (LLM-as-judge)

Open-source evaluation and tracing framework for LLM apps and agents, built on OpenTelemetry.

W&B Weave

Evaluation · Multi-model

Production observability, tracing, and evaluation for LLM and agent systems from the Weights & Biases stack.