Change the conditions.
Evidence available to the model
Allowed routes and policy constraints
Uncertainty and escalation thresholds
SYSTEM 1 DECISIONSHELM PRODUCTS
Teach the judgment
inside the workflow.
Build a specialized model around a repeated, bounded decision. Keep allowed choices explicit and evaluate the full workflow around it.
WHO IT’S FOR
Enterprise AI, agent platforms, applied research, and operations teams
THE DECISION
Can a specialized decision component improve this task against the current approach?
ILLUSTRATIVE PROJECT BRIEF
A service operation routes requests among self-service, specialist review, and human escalation. The right choice depends on the account, the request, and the authority available.
A SCOPING EXAMPLE · NO CUSTOMER RESULTS IMPLIEDFollow the response.
Choice quality and calibration
Policy adherence and costly mistakes
Full-task quality, latency, and cost
Make the next step clear.
Decision schema and labeled evaluation set
Model comparison and integration contract
A deployment recommendation with explicit limits
A BOUNDED FIRST ENGAGEMENT
What a first evaluation includes.
Agree on the intended use and the evidence needed to make the result actionable.
Discuss this use case- YOU BRING
- Your decision, relevant data or interfaces, alternatives, and a named owner.
- WE SCOPE TOGETHER
- Decision schema and labeled evaluation set · Model comparison and integration contract · A deployment recommendation with explicit limits
- THE SUCCESS TEST
- Held-out decision quality and workflow outcomes against rules, a base model, and the existing method.
Engagement details. Scope, timing, price, interfaces, data rights, and acceptance criteria are agreed before work begins.