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.

The UIGraph Insights Savings Overview, showing total savings, time saved, tokens saved, average resolve time, estimated annual savings, a with-vs-without uigraph MCP cost comparison, and a savings-over-time chart

The measurement chain

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.

01

Record the run

Every agent run becomes a session instead of disappearing into a tool log.

02

Follow the work

The session carries the repos and files where its output actually landed.

03

Resolve the service

UIGraph connects that repo activity to the services already in your graph.

04

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.

UIGraph Insights cost breakdown by model, showing estimated cost and savings for GPT-5.5, Claude Opus 4.8, Claude Sonnet 4.6, Claude Sonnet 5, GLM-5.2, GPT-5, Gemini 2.5 Pro, Grok 4.3, Claude Haiku 4.5, and Gemini 2.5 Flash

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.

01SessionThe agent run and the work it produced
02RepositoryThe codebase where that work landed
03ServiceThe system component declared in the graph
04ContextOwner, APIs, dependencies, and attributed cloud cost

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.

Frequently asked questions

Still have a question about Insights? The docs cover sessions, attribution, and availability in detail.

Read the docs

Available 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.