Metrics & Analytics AI Agent
Define, track, and model critical business metrics and KPIs automatically.
Technical Capability Matrix
- Designation
- Metrics & Analytics AI Agent
- Latency
- < 500ms Execution
- Security
- SOC2 / Air-Gapped
- Governance
- Policy-as-Code
Autonomous Operation Workflow
- Connect the warehouse and any existing semantic layer.
- Point it at the reports that already calculate your key numbers.
- Review where those calculations disagree, and settle each one.
- Assign an owner to every metric before publishing it.
- Publish the agreed definitions to the semantic layer you already use.
- Turn on change monitoring so an upstream schema change flags the metrics it affects.
Frequently Asked Questions
What problem does this actually solve?
Two teams reporting different revenue for the same month. It builds and maintains metric definitions in one place so a number has one meaning, and a change to it is visible rather than discovered in a meeting.
How does it decide what a metric should mean?
It does not decide. It drafts a definition from how the number is already calculated across your existing reports, shows you where those calculations disagree, and asks you to settle it. The disagreement is usually the valuable part.
What if our definitions genuinely differ by region or entity?
Then the definition carries that dimension explicitly rather than being quietly different in two places. A metric that legitimately varies is fine; a metric that varies by accident is the failure this exists to catch.
Does this replace our semantic layer?
No. If you have dbt metrics, LookML or a semantic layer, it works against that rather than beside it. A second competing definition store is exactly the problem being solved.
How do we know a definition is still right six months later?
Changes to the underlying tables are checked against the definitions that depend on them, so a column that changed meaning surfaces as a metric at risk rather than as a wrong board pack.
Who owns a metric?
A named person, recorded with it. A definition nobody owns drifts, and no amount of tooling fixes that.