AI agent observability

You deployed the agents. Now meet them.

Assembly records what your AI agents actually did on the job — what they touched, where they failed quietly, and how often someone had to fix the output afterwards.

You deployed the agents. Now meet them.

Observe — every agent run, across endpoints, browsers and the tools they call.

Attribute — which task, which tool, whose time, which permissions.

Verify — did it finish, and did a person quietly rewrite it afterwards.

Justify — cost per completed outcome, not cost per token.

The gap

Every agent looks successful in the dashboard that shipped with it.

Vendor telemetry reports completions. It cannot see the paralegal rewriting the summary, the analyst re-running the query, or the request abandoned halfway. That is where the truth about your agents lives.

Every agent looks successful in the dashboard that shipped with it.
  • 0M
    Agent runs measured
  • 0
    Organisations
  • 0%
    Silently corrected
  • 0
    Agents on the median desk

What our customers found

Northwind Financial

Four in five contract summaries were being rewritten. Every dashboard said the agent was working.
Elena Fischer, Head of AI Enablement
Elena Fischer

Calder Public Services

We were funding a second agent to fix the output of the first one.
Marcus Adeyemi, Director of Digital
Marcus Adeyemi

Lumen Retail Group

Nobody could tell me how many agents we were running. It turned out to be forty-one.
Ines Moreau, VP Technology
Ines Moreau
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Find out what your agents are really doing.

A two-week pilot on one workflow, with a written findings report at the end.
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