Practical AI, measured

The right model.
The right cost.

Use inexpensive models for routine checks. Spend more where the results justify it. Measure both.

One everyday workflow

Turn an inquiry into a useful job brief.

Recorded model runs
Input

A customer describes the work they need.

Useful output

A job brief with the right follow-up questions.

01
Check fixed facts & rules

Input validation and the required intake fields.

Code
02

Change just this step.

03
Approve the next action

The contractor approves the site visit.

Person

Same cases. Different model.

Inputs and settings stay the same.

Recorded cost and quality on the same test cases
Model for step 2Cases matchedAPI / 1,000 checksQuestions to fix
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Choose a model to see its cost and evaluation together.

The bigger cost can be the correction.

At $40/hour, one minute of review costs $0.67. We track review effort alongside model cost.

Bring us a workflow.

We’ll find the useful AI step, test it, and make the tradeoffs visible.

Talk with our engineers ↗