End-to-end agent tracing
Provides OpenTelemetry-native traces for LLM calls, tool use, and agent decisions, so activity can be inspected across agent workflows.
Traccia
Traccia is an agent observability and governance platform that adds OpenTelemetry-native tracing, policy enforcement, prompt evaluation, and compliance evidence for AI workflows. It supports frameworks including LangChain, CrewAI, OpenAI Agents SDK, AutoGen, and LlamaIndex.
What Traccia is
Traccia is an agent observability and governance platform for teams running AI workflows with frameworks such as LangChain, CrewAI, OpenAI Agents SDK, AutoGen, and LlamaIndex. It combines OpenTelemetry-native tracing, policy enforcement, prompt versioning, evaluation workflows, and compliance evidence in a single control plane.
The product is positioned around helping teams trace what agents are doing, attribute cost and token usage, monitor for violations, and manage prompts and experiments from one dashboard. The site also emphasizes a unified agent registry and evidence export for governance and audit workflows.
Core capabilities
Unified agent registry
Maintains a unified registry of agents with version, health, environment, and ownership details across supported frameworks.
Policy monitoring and enforcement
Detects policy issues using explicit annotations, provider-native signals, and heuristics, with hard blocks that can stop execution mid-flight.
Cost and token attribution
Tracks cost and token usage at span-end and attributes spend to agents and tasks, with support for many models.
Prompt registry and experiments
Stores named prompts with versions, lets teams compare prompts side by side, and links the live version back to traces.
Compliance evidence export
Exports compliance evidence packs for EU AI Act workflows and HIPAA Controls, including article-mapped evidence items and labeled exports.
Common ways teams use Traccia
Monitor a fleet of agents
Track active agents, health, environments, ownership, and executions in one place so operations teams can see which agents are running and whether any are degraded.
Attribute LLM cost
Review traces, costs, and token usage to understand which agents or tasks are driving spend and where optimizations may be needed.
Enforce runtime policy
Set up policy alerts and hard blocks for restricted models, PII exposure, spend limits, or other governance rules that should stop or flag execution.
Manage prompts and evals
Version prompts, compare experiments with datasets and scorers, and promote a candidate prompt when the evidence shows improvement.
Prepare compliance evidence
Export evidence packs that map to EU AI Act governance, human review, disclosure, and HIPAA Controls for audit or compliance work.
Pros and Cons
Pros
- Covers tracing, governance, prompt management, and evaluation in one product.
- Supports multiple agent frameworks and OpenTelemetry-native tracing.
- Includes policy enforcement that can block execution rather than only flag issues after the fact.
- Provides cost attribution and token accounting at span-end.
- Offers exportable compliance evidence for EU AI Act and HIPAA-related workflows.
Cons
- The source does not provide detailed setup guidance, deployment options, or platform limitations.
- Some integration details are named only at the framework level, with no deeper compatibility or implementation notes in the collected pages.
FAQ
Does Traccia offer a free plan?
Yes. The pricing page shows a free Hobby plan for experimentation, with paid Observe, Govern, Scale, and Enterprise plans for production and larger deployments.
Which agent frameworks does Traccia support?
Traccia is described as OpenTelemetry-native and compatible with LangChain, CrewAI, OpenAI Agents SDK, AutoGen, and LlamaIndex. The home page also highlights LangChain, CrewAI, and OpenAI Agents SDK.
What does Traccia do after setup?
The source describes one init call that connects the registry and starts tracing, with the platform covering observability, cost attribution, governance, policy enforcement, prompt registry, evals, and compliance evidence.
Does Traccia charge per seat?
The pricing page says paid plans do not charge per seat and allow unlimited users on all paid plans.
What is included in the higher tiers?
The pricing page says Governance Hub unlocks with the Govern tier. Higher tiers also unlock additional analytics, guardrails, access controls, and compliance features.
Quick Facts
- Category
- Agent observability and governance
- Platform
- Web platform with SDK integration
- Frameworks named
- LangChain, CrewAI, OpenAI Agents SDK, AutoGen, LlamaIndex
- Pricing
- Free Hobby plan; paid Observe, Govern, Scale, and Enterprise plans
- Billing note
- No per-seat pricing on paid plans
- Source domain
- traccia.ai
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