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📖 The AI Tool Bible

Best AI tools for prompt management

30 tools in the Evaluation category, filtered to prompt management.

All Evaluation
Braintrust preview image
Braintrust logo

Braintrust

Featured
Evaluation · Platform (any LLM)
8.9

Eval, monitor, and improve AI products end-to-end.

Freemium· Starter: $0 · Pro: $249 · Enterprise: Custom pricingevalsmonitoring
Weights & Biases preview image
Weights & Biases logo

Weights & Biases

Evaluation · Platform (any LLM)
8.4

The ML experiment tracker, now with LLM eval features.

Freemium· Free: $0/mo · Pro: Starts at $60/month · Enterprise: Custom plans · Personal: $0/mo · Advanced Enterprise: Custom planML experimentsLLM eval
Arize AI preview image
Arize AI logo

Arize AI

Evaluation · Multi-model
8.2

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

Freemium· AX Free: Free · AX Pro: $50 · AX Enterprise: Customllm-observabilityagent-evaluation
Giskard preview image
Giskard logo

Giskard

Evaluation · Multi-model
8.2

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

Freemium· Open-source free tier; Giskard Hub enterprise pricing on requestllm-red-teamingagent-security-testing
Humanloop preview image
Humanloop logo

Humanloop

Evaluation · Platform (any LLM)
8.2

Prompt management + evals for collaborative AI teams.

Paid· From $200/mo teamprompt managementteam collab
Athina AI preview image
Athina AI logo

Athina AI

Evaluation · Multi-model
8.1

Collaborative LLM evaluation and observability platform for teams shipping AI features to production.

Freemium· Starter free (10k logs/mo); Pro & Enterprise customllm-evaluationprompt-management
MLflow preview image
MLflow logo

MLflow

Evaluation · Multi-model
8.1

Open-source platform for tracking, evaluating, and deploying ML models and LLM applications.

Free· Free and open source (Apache 2.0); managed offering via Databricksllm-evaluationexperiment-tracking
OpenAI Evals preview image
OpenAI Evals logo

OpenAI Evals

Evaluation · OpenAI GPT models (extensible)
8.1

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

Free· Free (MIT); you pay OpenAI API costs for eval runsllm-benchmarkingregression-testing
W&B Weave preview image
W&B Weave logo

W&B Weave

Evaluation · Multi-model
8.1

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

Freemium· Free tier available; paid and enterprise plans via W&Bllm-tracingagent-observability
PromptLayer preview image
PromptLayer logo

PromptLayer

Evaluation · Platform (any LLM)
7.9

Lightweight prompt logging + management for OpenAI/Claude apps.

Freemium· Free: $0 · Pro: $49 · Team: $500 · Enterprise: Customprompt loggingversioning
Langfuse preview image
Langfuse logo

Langfuse

Evaluation · Model-agnostic
7.3

Open-source LLM observability, prompt management, and evaluation in one platform.

Freemium· Free self-host & Hobby tier; Core $29/mo, Pro $199/mo, Enterprise $2,499/mollm-observabilityprompt-management
Opik preview image
Opik logo

Opik

Evaluation · Multi-model
7.3

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

Freemium· Free open-source self-host; free Cloud tier (no card); Enterprise contact salesllm-tracingagent-evaluation
Kiln AI preview image
Kiln AI logo

Kiln AI

Evaluation · Multi-model
7.2

Open-source workbench for building, evaluating, and fine-tuning AI agents across 190+ models.

Freemium· Free Individual tier; Team (request access); Enterprise (custom)llm-evaluationfine-tuning
Promptfoo preview image
Promptfoo logo

Promptfoo

Evaluation · Multi-model
7.2

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

Freemium· Community: Free · Enterprise: Custom · On-Premise: Customllm-evalsred-teaming
Weco AI preview image
Weco AI logo

Weco AI

Evaluation · Multi-model (LLM + AIDE tree search)
7.2

Autoresearch engine that iteratively rewrites code to optimize against a numeric evaluation metric.

Freemium· Open-source CLI; hosted/commercial pricing not publishedcode-optimizationgpu-kernel-tuning
Arthur preview image
Arthur logo

Arthur

Evaluation · Multi-model
7.1

Open-source toolkit for testing, tracing, and monitoring production AI agents.

Freemium· Free: $0/mo · Premium: $60/mo · Enterprise: Customagent-evaluationprompt-management
Maxim AI preview image
Maxim AI logo

Maxim AI

Evaluation · Multi-model
7.1

End-to-end evaluation, simulation, and observability platform for shipping production-grade AI agents.

Freemium· Developer: Free · Professional: $29 /seat /month · Business: $49 /seat /month · Enterprise: Customagent-evaluationllm-observability
Prompt Foundry preview image
Prompt Foundry logo

Prompt Foundry

Evaluation · OpenAI + Anthropic (multi-model)
7.1

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

Freemium· Free tier (10 prompts, 500 evals/mo); Pro $15/user/mo; Enterprise customprompt-managementmodel-comparison
Respan (formerly Keywords AI) preview image
Respan (formerly Keywords AI) logo

Respan (formerly Keywords AI)

Evaluation · Multi-model (500+ via gateway)
7.1

LLM engineering platform combining a multi-model gateway with tracing, evals, and prompt management.

Freemium· Free tier; paid plans (pricing not public); enterprise on requestllm-observabilityprompt-management
LangFast preview image
LangFast logo

LangFast

Evaluation · Multi-model
7.0

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

Paid· One-time lifetime ~$60-$120; 14-day money-backprompt-testingprompt-versioning
llmfit preview image
llmfit logo

llmfit

Evaluation · Multi-model
7.0

Terminal tool that scores hundreds of open LLMs against your actual CPU, RAM, and GPU and tells you which ones will run well.

Free· Free, MIT-licensedlocal-llm-selectionhardware-benchmarking
Phoenix preview image
Phoenix logo

Phoenix

Evaluation · Multi-model
7.0

Open-source LLM and agent observability platform with tracing, evals, and experimentation built on OpenTelemetry.

Freemium· AX Free: Free · AX Pro: $50 · AX Enterprise: Customllm-tracingagent-debugging
Agenta preview image
Agenta logo

Agenta

Evaluation · Multi-model
6.9

Open-source LLMOps platform for prompt engineering, evaluation, and observability in one workspace.

Freemium· Hobby: $0 forever · Pro: $29 /month · Business: $299 /month · Enterprise: Custom · Open source: Free foreverprompt-engineeringllm-evaluation
Parea AI preview image
Parea AI logo

Parea AI

Evaluation · Multi-model
6.8

LLM evaluation, observability, and prompt management platform for teams shipping production AI apps.

Freemium· Free (2 seats, 3k logs/mo); Team $150/mo; Enterprise customllm-evaluationprompt-management
AI World Bakeoff preview image
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AI World Bakeoff

Evaluation · Ten frontier coding models (specific list not published on landing page; includes at least one Claude Opus generation referenced as 'Opus 5')

Ten AI coding models, three identical briefs, thirty explorable 3D worlds

Free· Free to view. No paid tiers, sign-up, or accounts.One-shot AI coding model comparison3D generative code benchmarking
Habibi preview image
Habibi logo

Habibi

Evaluation · GPT-4o, Perplexity Sonar, Gemini (bring-your-own API keys)

Self-hosted generative engine optimization for tracking brand mentions across ChatGPT, Perplexity, and Gemini

Freemium· Opsily Server: €40AI answer engine visibility trackingChatGPT brand mention monitoring
Lakera preview image
Lakera logo

Lakera

Evaluation · Proprietary in-house classifiers; model-agnostic (works in front of GPT-4o, Claude, Gemini, Llama, and custom LLMs)

Runtime security and guardrails for GenAI apps, agents, and RAG systems.

Freemium· Free community/developer tier at platform.lakera.ai; paid Enterprise plans (custom pricing, contact sales). No public price list.Prompt injection defense for chatbotsRAG guardrails against indirect injection
LangWatch preview image
LangWatch logo

LangWatch

Evaluation · Model-agnostic; supports OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, Vertex AI, and any OpenTelemetry-instrumented LLM

Simulation-based testing, evaluation, and observability for LLM agents

Freemium· Developer: €0 · Growth: €29/ core-seat / month · Enterprise: CustomLLM agent regression testing in CIRAG answer-quality evaluation
ModelBias preview image
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ModelBias

Evaluation · 100 models across Anthropic, OpenAI, Google, DeepSeek, Meta, xAI, Mistral, Qwen and others (via OpenRouter)

100 models, 100 prompts, 30,000 answers — an interactive look at AI defaults

Free· Free to browse and download the full dataset from GitHub.Comparing default model preferences across vendorsIllustrating RLHF homogenisation in talks and articles
ModelFuzz preview image
ModelFuzz logo

ModelFuzz

Evaluation · Model-agnostic; works with any OpenAI-compatible endpoint (Qwen 2.5 used in official examples).

Open-source red-teaming and execution-layer defense for AI agents against prompt injection.

Freemium· Free / open-source (MIT) via pip. Hosted dashboard with centralized policies, audit logs and continuous scanning coming soon via waitlist (pricing not yet public).Red-teaming OpenAI-compatible agent endpointsBlocking indirect prompt injection via retrieved documents