Know what AI work is worth.
Insights records every agent run, follows the work into your repos and services, and measures the return using activity your organization actually recorded.
Insights is available by request on cloud and can be enabled explicitly when self-hosting.
How measurement becomes evidence
Every result traces back to work your organization recorded.
Unit of evidence
Every agent run
Point of attribution
Repo and service
Calculation source
Recorded sessions
The invoice is exact. The return should be too.
Tool adoption is easy to count. Value is harder. Insights replaces the feeling that agents are helping with a record of what they did and where it mattered.
The measurement chain
From one run to an accountable result.
Each stage adds evidence without losing the session that started it.
Record the run
Every agent run becomes a session instead of disappearing into a tool log.
Follow the work
The session carries the repos and files where its output actually landed.
Resolve the service
UIGraph connects that repo activity to the services already in your graph.
Measure the return
Savings are calculated from sessions recorded inside your organization.
Tool economics
Spend on one side. Measured work on the other.
Insights reads connected tool billing against the savings derived from recorded sessions. The result is specific to your organization, your agents, and your work.
Known input
Tool spend
From connected billing
Measured output
Session value
From work actually recorded
No benchmark figure is inserted between the two.
Attribution
Agent work lands somewhere.
Sessions do not float in an AI dashboard. UIGraph follows the output to a repo, resolves the service, and keeps the owner and surrounding system in view.
One record. Three useful views.
Engineering leads
See whether adoption is producing measurable work.
Platform teams
See where agents are active across repos and services.
Finance partners
Compare precise spend with organization-specific return.
Measurement starts with context.
Connect the agent workflow and the infrastructure behind it.
Frequently asked questions
Still have a question about Insights? The docs cover sessions, attribution, and availability in detail.
Read the docsAvailable by request on cloud and enabled explicitly when self-hosting.
Stop buying AI tooling on faith.
Record the run. Follow the work. Measure what came back.