Alternatives to Confident AI

Enterprise agent workforce platform for building, operating, and governing AI agents across on-prem, hybrid, and multi-cloud environments.

No-code builder for enterprise AI agents with approval gates, role-based access, and audit trails

Pre-trained finance AI models and API infrastructure for banks, insurers, and lenders, moving into agentic workflow orchestration.

Open-source LLM observability and agent evaluation you can trace, evaluate, and self-host for free.

Open-source AI coworker workspace that builds, schedules and ships agents to Slack or Telegram

Braintrust is an agent observability platform that traces AI runs, scores quality with evals, and surfaces production failure patterns.

OpenJudge is an Apache 2.0 open-source AI evaluation framework shipping 50+ benchmark-validated graders for agents, LLMs, code, math, and multimodal models.

OneTrust is an AI governance platform for registering, risk-assessing, and continuously monitoring enterprise AI use cases.

Arize Phoenix is open-source LLM observability: trace agent steps, run evals, and self-host your traces.

Dash0 is OpenTelemetry-native observability where Agent0 investigates incidents, finds root cause, and opens fix PRs.

Sprinto automates compliance monitoring, vendor risk, and AI governance on one autonomous trust platform

LangSmith is agent and LLM observability: trace, monitor, and evaluate AI agents in cloud, BYOC, or self-hosted.

Open-source LLM observability and agent evals: trace, evaluate, and improve production AI agents with MIT-licensed tooling.

Galileo AI Evals turns offline evaluations into production guardrails that gate your AI agents in real time.

Opik by Comet turns LLM traces into root-cause groupings, eval scores and code fixes so agent teams stop shipping the same bug twice

Open source AI engineering platform for agent and LLM tracing, evaluation, prompt management, and ML lifecycle work.

Athina AI is a collaborative AI development platform for managing prompts, running LLM evaluations, and monitoring production traces in one

Fiddler AI is an enterprise AI control plane for agent observability, inline guardrails, and auditable AI governance.

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

Open-source Python framework that replaces vibe checks with reproducible evaluation loops for RAG pipelines and AI agents.

Evidently AI is an open-source Python framework for LLM evaluation, RAG testing, and ML model monitoring under Apache 2.0.

Galileo is an AI observability and eval engineering platform that turns offline evals into production guardrails for agents and RAG.

Salt Security maps every AI agent, MCP server, and API across the agentic path so security teams can see what agents can actually reach.

Open-source AI observability for agent tracing, LLM-as-a-judge evals, and coding-agent cost tracking.

Island is an enterprise browser and agentic control plane that builds Zero Trust security, SASE networking, and AI governance into Chromium

Tines is a no-code automation platform for building governed AI agents, apps, and workflows in a secure workspace.

Developer observability platform that traces, replays, and debugs AI agent runs across OpenAI, CrewAI, Autogen and 400+ LLMs

NannyML estimates your ML model's live performance without ground-truth labels and alerts you only when it actually matters

Helicone is an AI gateway and LLM observability platform for routing, debugging, and cost-tracking AI app traffic.

OpenCompass (司南) benchmarks LLMs, VLMs, and AI4S models on 100+ open evaluation datasets with dated leaderboards