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20 Traccia alternatives

Traccia: An OpenTelemetry-native control plane for AI agents that enforces policy mid-run instead of paging you after the incident, with cost attribution and EU AI Act evidence built in. 20 apps do similar work, most sharing Observability, Agents and Monitoring, ranked by how much they have in common with Traccia.

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  1. Reads your production chat and voice agent conversations to surface the silent failures, frustration loops and policy breaches that offline evals never catch.

    Also: Agents, Monitoring, Observability, OpenTelemetry

  2. Dataiku

    Finds every AI agent an enterprise is running across AWS, Databricks, Google, Microsoft, Salesforce and Snowflake, then measures and risk-ranks them.

    Also: Agents, Compliance, Monitoring, Observability

  3. Prefactor Pty Ltd

    Agent observability and evaluation that scores every production run for quality, drift and risk — and can pause or block a risky action before it executes.

    Also: Compliance, Monitoring, Observability

  4. Open-source, OpenTelemetry-native observability platform for logs, metrics and traces — with first-class tracing for LLM calls and agent runs.

    Also: Monitoring, Observability, Open Source

  5. Arize AI

    AI engineering platform for tracing, evaluating and improving LLM apps and agents — with Phoenix, its open-source local-first counterpart, for teams that want to start without a vendor.

    Also: Agents, Observability, Open Source

  6. Zeabur, Inc.

    A shared DevOps workspace where AI agents investigate incidents and operate AWS, GCP and Kubernetes under IAM scoping, approval gates and a full audit trail.

    Also: Compliance, Monitoring

  7. Session replay, error tracking and vision-AI agents in one SDK — agents watch real user sessions on a schedule, file the bugs they find and post to Slack.

    Also: Monitoring, Observability

  8. An AI on-call agent that drops read-only probes into running production code, capturing live variable snapshots and stack context without a redeploy or a restart.

    Also: Monitoring, Observability

  9. A governed platform for running AI agents in production, with Omni — an automated forward-deployed engineer that builds and maintains them for you.

    Also: Compliance, Observability

  10. Security scanner and runtime monitor for AI agents that audits skills, MCP servers and CLI tools for malicious code and prompt injection.

    Also: Agents, Monitoring

  11. Agentic data platform that turns business questions into defensible, auditable narratives — with sources, assumptions and lineage attached.

    Also: Agents, Compliance

  12. AI-native practice management for small law firms: agents run intake, drafting, deadlines and billing; the lawyer approves every action.

    Also: Agents, Compliance

  13. An IT control plane that puts every internal AI agent — whoever built it and in whatever tool — behind one identity, access policy and audit trail.

    Also: Agents, Compliance

  14. fizzy718

    Free, open-source macOS menu bar app that shows live status for every parallel Codex task, so you can see which agent needs you without reopening Codex.

    Also: Monitoring, Open Source

  15. Open-source LLM observability — trace, evaluate, and improve AI applications with production data.

    Also: Observability, Open Source

  16. Sim, Inc.

    Open-source AI workspace where teams build, deploy and monitor agents on one canvas — visually or in code, across 1,000+ integrations.

    Also: Observability, Open Source

  17. The framework and observability platform most teams use to build, debug, and ship LLM agents.

    Also: Observability, Open Source

  18. An Apache-2.0 TypeScript framework for building AI agents — workflows, memory, RAG and evals — with a local studio and an agentic software factory on top.

    Also: Agents, Open Source

  19. Cua AI, Inc.

    Open-source computer-use infrastructure: a desktop driver, cloud desktop fleets, local macOS VMs and a benchmark for agents that click.

    Also: Agents, Open Source

  20. Microsoft

    Microsoft's open-source, policy-driven sandbox SDK for running agents, model-generated code, tools and plugins with only the files and network access you grant.

    Also: Agents, Open Source