Commercial Field Experiment

Fleet Recruiting Constraint Intelligence

Investigated driver-recruiting constraints across five trucking accounts, built a bounded $99 diagnostic workflow, sent five direct emails, and documented the experiment without inventing a KPI result.

Field validation — external execution underway

Problem

What this was built against.

Public recruiting signals can suggest friction, but they cannot establish where qualified drivers are actually lost or what that loss costs.

System

How the work closes the loop.

Account research → evidence/uncertainty → constraint hypothesis → primary-data question → targeted outreach → paid diagnostic → intervention → measurement.

Evidence now

What an employer can safely inspect.

Claim boundary

What this does not prove.

Next evidence event

What would upgrade the proof.

Obtain primary operator data, identify the first verified loss point, deliver a paid/live diagnostic, then measure an intervention against a baseline.