Riparian · AI/ML
Evaluation before launch
A model without an evaluation gate is a press release with a runtime. We build the harness that decides whether it ships.
- to an eval harness
- 1 week
- unmeasured releases
- 0
What the practice does
Eval harness
Golden sets, rubrics and scoring you can run on every change, with results attached to the PR.
Release thresholds
Agreed numbers that define good enough — set with the business, enforced by the pipeline.
Drift & incident response
Monitoring on inputs and outputs, plus the runbook for the day quality moves under you.
How to engage
Eval sprint
One week to a working harness and a first honest score for your model.
1 week · fixedGate & monitoring
Thresholds, CI integration, drift alerting and the on-call runbook.
6–10 weeksBoard assurance pack
The evidence your governance committee needs, in language it uses.
3 weeks
About to put a model in front of customers?
First conversation is free and usually useful — we'll tell you if you don't need us.