Trace every action
Observe activity in real time without interfering.
Modern AI systems don’t just respond to prompts — they act autonomously.
Agents call other agents. Services exchange data. Decisions happen in milliseconds.
When something goes wrong — or needs to be audited — you don’t want guesses.
When something goes wrong — or needs to be audited — you don’t want guesses.
You need proof.
See every agent action. Prove every decision.
Traces give you a complete, step-by-step record of every AI interaction across your system.
Every request.
Every policy check.
Every block.
Every decision.
Every policy check.
Every block.
Every decision.
All linked together in one clear timeline.


How it works
Tag every exchange with a correlation ID
Whenever an agent performs an action — sends data, calls a service, triggers a workflow — swarmd.ai automatically assigns a correlation ID.
This ID follows the action across:
- Agents
- Services
- Middleware
- Policies
- Downstream systems
So instead of isolated logs, you see one continuous story.

Get instant visibility from one trace
The main Traces view acts like a control tower for your entire AI stack.
You can instantly see:
- Which agents interacted
- What operation was executed
- When it happened
- How long it took
- If anything was blocked or flagged
Built-in filters let you narrow by:
- Agents
- Services
- Middleware
- Policies -Downstream systems




Pinpoint where time or risk lives
Each trace is broken into spans — the individual steps of the workflow.
This helps teams quickly answer:
- Where is the slowdown?
- Which service failed?
- Which agent caused the block?
- Where was sensitive data filtered?
Instead of reading raw logs, you see it visually. That’s
critical for debugging, performance tuning, audits and
incident response.
critical for debugging, performance tuning, audits and
incident response.

Prove compliance, not just debug
Most tracing tools are for engineers. swarmd.ai Traces are built for governance and accountability too.
Because every trace includes:
- Policy decisions
- Blocks and masks
- Enforcement results
- Evidence logs
You don’t just know what happened, you can prove:
- Why it happened
- Which rule applied
- and that it followed policy
That’s what regulators, security teams, and enterprise buyers actually need.

Why this matters for your team
Without swarmd.ai
- AI behavior feels opaque
- Incidents take hours to investigate
- Compliance requires manual work
- Trust is low
With swarmd.ai
- Every action is visible
- Every decision is recorded
- Every workflow is explainable
- Every system is auditable