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04 · AI/ML

AI & ML

Production models that move a metric, with guardrails and evals baked in.

What it is

Retrieval systems, classification and forecasting models, and the evaluation harnesses that keep them honest once real users arrive.

Who it's for

Teams with a pile of proprietary data and a decision that currently takes a human too long.

How we work

  1. 01

    Define the decision, the baseline and the acceptable error

  2. 02

    Offline evaluation before any model ships

  3. 03

    Shadow-mode rollout alongside the human process

  4. 04

    Monitoring for drift, cost and escalation rate

Proof of work

+28%

Cedar Diagnostics

Early-case detection lifted while clinicians kept control.

See our projects →

Have a system that needs to earn its keep?

Tell us the outcome you need. We'll come back within two business days with a scoped plan.