Alternatives to DeepRails

Open-source LLM observability and evals for building reliable agents

OpenTelemetry-native observability with AI SRE Agent0 for automated production insight.

Open-source tracing, evaluation, and prompt iteration for AI agents — self-host it on your own infrastructure with no per-span bill.

Silico: mechanistic interpretability platform to understand, debug, and design AI models

LangSmith is an AI agent observability platform for tracing, monitoring, and evaluating LLM apps and long-running agents.

Open-source LLM observability for tracing, evaluating, and optimizing AI agents.

Open-source LLMOps platform for simulating, evaluating, and observing agentic AI before production.

AI observability and evaluation platform that turns offline evals into production guardrails.

Arena AI is a free, community-voted LLM leaderboard ranking chat models, agents, and fullstack code on live head-to-head battles.

AI observability and evals that turn agent traces into git-committed code fixes

Open-source OpenTelemetry observability for Python LLM apps

Enterprise LLM evaluation, observability, and red teaming in one platform.

Open-source, OpenTelemetry-native agent evaluation and tracing that finds where your agent fails.

Open source platform to debug, evaluate, monitor, and optimize AI agents and ML models.

Track, forecast, and optimize AI spend across OpenAI, Google AI, Azure, and Bedrock.

LangChain is the open agent platform for building, tracing, evaluating, and deploying production AI agents.

Agent evaluation and simulation platform that catches hallucinations before they reach production

Open-source AI observability via whylogs and langkit for privacy-preserving logging and LLM monitoring

Collaborative LLM development platform for prompt management, evaluation, and production monitoring

Fiddler AI is an enterprise AI control plane for agent observability, guardrails, and governance across the agentic lifecycle.

Open-source workspace to build, evaluate, and deploy AI agents through chat

Mastra is an open-source TypeScript agent framework for building durable AI agents and workflows that run for days.

Enterprise agent control plane to govern, simulate, and deploy AI agents from PoC to production.

Maxim AI simulates, evaluates, and observes AI agents so teams can ship reliable agents 5x faster.

Turn plain English into production-ready Honeycomb queries and debug faster with AI Copilot.

Weights & Biases tracks ML experiments and traces LLM apps so teams can ship AI models faster

PostHog: all-in-one analytics, session replay, feature flags, and data warehouse — with a free tier that covers 97% of teams.

Route, trace, and evaluate every LLM call from a single LLM gateway

Organize, share, and collaborate on ChatGPT, Claude, and Gemini prompts in one workspace.

Open-source framework to replace vibe checks with reproducible, LLM-driven evaluation loops for RAG and agents.