Blog

AI Agent Observability & Governance Blog

Learn more about how Traccia is building the future of AI observability, policy enforcement, and governance.

Buyer's Guide

Top 5 AI Agent Control Planes in 2026

Every platform now calls itself a control plane. We compared five on identity, observability, evaluation, governance, audit, and whether they work across every model, framework, and cloud.

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Engineering Blog

What Is AI Agent Observability? The Complete Guide

An agent can return a perfect answer after calling the wrong tool and spending ten times its budget. AI agent observability is how you see the run behind the answer.

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Engineering Blog

Using Jev for AI Evals in Traccia

A practical guide to Jev Decision in Traccia Evals, from configuring a scorer to checking one example, running a dataset experiment, and using the same scorer from Python or TypeScript.

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Research / Agent Systems

AI Agent Evaluation: From Transcripts to Execution-Based Evidence

Agent evaluation begins with an oracle: what observable state would prove the task was completed correctly, within policy, and at an acceptable cost?

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Engineering Blog

LLM Evaluation: Why It's the Foundation of Trustworthy AI Agents

For autonomous agents, reliable evaluation means measuring the full trajectory—not just the final response.

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Engineering Blog

AI Agent Guardrails vs Policies: The Difference That Could Prevent Your Next Security Incident

Guardrails guide an AI agent's judgement. Policies constrain its authority. Confusing the two is how an agent that was only asked to investigate ends up changing production.

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Engineering Blog

Establishing Control Boundaries for AI Agents: The Difference Between Prompts and Policy Enforcement

A system prompt is a suggestion the model may or may not follow. Traccia is the agent control plane for what happens when it doesn't: the moment an agent has real capability, hope stops being an acceptable strategy.

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Engineering Blog

How to Trace OpenAI Agents with Traccia

One call to init() gives you complete trace visibility into every LLM call, tool invocation, and turn boundary — with token counts and USD costs — without modifying your agent logic.

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Engineering Blog

How to Trace Gemini Agents with Traccia

Gain instant visibility into every Gemini LLM call including prompts, completions, token usage, and cost, without changing a single line of application code.

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Engineering Blog

AI Agent Cost Attribution: Why Enterprises Can No Longer Afford Black Box AI Spending

Knowing your monthly LLM bill isn't enough. Organizations need to know exactly which agent, workflow, department, customer, and action generated every dollar of AI spend.

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Engineering Blog

Runtime Policy Enforcement in AI Agents: Stopping Unsafe Actions in Real Time

Enforcement isn't just about writing rules—it's about stopping unsafe actions in real time, before the damage is already done.

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Engineering Blog

Rethinking FinOps for Autonomous AI Agents

Traditional cloud FinOps was built for stable infrastructure. Autonomous agents demand a new discipline to track, attribute, and control dynamic costs.

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Engineering Blog

What Is an AI Agent Control Plane?

An AI agent control plane discovers, identifies, authorizes, observes and stops AI agents at runtime.

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Engineering Blog

Guardrails and Policy Enforcement for OpenAI Agents

Built with the OpenAI Agents SDK? Traccia captures guardrail spans automatically and enforces runtime policy with @govern before irreversible actions run.

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Azure AI Foundry Alternative

Traccia vs Azure AI Foundry

Azure AI Foundry manages model lifecycles, prompt engineering, and evaluations in a unified cloud platform. Traccia governs the running agent with Visibility, Intelligence, Control, and Certification on OpenTelemetry.

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Engineering Blog

AI Agent Deleted the Production Database at 2 AM

A hands-on guide to building governance guardrails before your autonomous agents cause an incident you can't undo.

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Datadog Alternative

Traccia vs Datadog

Datadog monitors your estate and adds LLM and agent console analytics. Traccia is the OpenTelemetry runtime control plane: observe agents, enforce policy at the agent boundary, and prove what happened. Enforce, not just observe.

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Braintrust Alternative

Traccia vs Braintrust

Braintrust helps you score quality and gate releases. Traccia helps you observe agents, enforce policy at the agent boundary, and prove what happened. Enforce, not just observe.

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LangSmith Alternative

Traccia vs LangSmith

LangSmith helps you debug and ship agents in the LangChain ecosystem. Traccia helps you observe agents across frameworks, enforce policy at the agent boundary, and prove what happened. Enforce, not just observe.

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Maxim Alternative

Traccia vs Maxim

Maxim helps you simulate, evaluate, and observe agent quality. Traccia helps you observe agents, enforce policy at the agent boundary, and prove what happened. Enforce, not just observe.

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Part 2 · AI Agent Governance Handbook

AI Observability vs AI Governance: What's the Difference?

A one-question test to tell observability from governance, the EchoLeak case study, and why the gap is measured in milliseconds — not philosophy.

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Part 1 · AI Agent Governance Handbook

What Is AI Agent Governance? The Definitive Guide

Four planes of control, why observability alone isn't governance, and how to map your stack to the EU AI Act, NIST RMF, and ISO 42001.

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Langfuse Alternative

Traccia vs Langfuse

Langfuse helps you debug and improve LLM apps. Traccia helps you observe agents, enforce policy at the agent boundary, and prove what happened. Enforce, not just observe.

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Arize AI Alternative

Traccia vs Arize AI

Arize helps you evaluate and improve model quality. Traccia helps you observe agents, enforce policy at the agent boundary, and certify production behavior across Visibility, Intelligence, Control, and Certification.

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Credo AI Alternative

Traccia vs Credo AI

Credo AI governs the organization. Traccia governs the production agent with Visibility, Intelligence, Control, and Certification from live OpenTelemetry.

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Holistic AI Alternative

Traccia vs Holistic AI

Holistic AI governs the AI portfolio: discovery, bias audits, multi-framework compliance. Traccia governs the running agent with Visibility, Intelligence, Control, and Certification on OpenTelemetry.

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