Case Study — Feasibility1 August 20265 min read

Before Scaling from 10 to 100 Units

A team preparing to scale an edge vision deployment from 10 units to over 100 needed to know whether it would hold. We assessed deployment readiness before capital was committed to the rollout.

The Question

A team was preparing to scale an edge vision deployment from 10 units to over 100. Would it hold?

The Constraint

Existing hardware, existing pipeline, production conditions.

What We Measured

Deployment readiness across inference performance, failure modes under sustained operation, and the operational assumptions the scale-up depended on.

The Finding

Production risks the team had not identified, surfaced before capital was committed to the rollout.

What It Changed

Scale-up proceeded on evidence rather than assumption.

"the only person who actually understood our production concerns." — Client

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