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Metrics and Pilots.

BestEST measures review speed, quality, and consistency. Pilot work focuses on reducing supplements and aligning outputs for faster carrier decisions.

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Metrics We Report

Speed, quality, and review readiness.

Metric 01

Turnaround Velocity

Cycle time by scope type and review flow.

Metric 02

Supplement Impact

Reduction in avoidable supplement loops.

Metric 03

Reviewer Confidence

Audit readiness and review coverage consistency.

Pilot Focus

The outcomes we optimize first.

01Baseline current review cycle time and variance.

02Measure output quality before and after deployment.

03Track supplement loop reduction and approval speed.

Reporting Cadence

A repeatable communication rhythm for stakeholders.

01Weekly pilot snapshots with current KPI movement.

02Monthly summary with trendline and risk notes.

03Quarterly operating review for strategic stakeholders.

Go-To-Market Focus

Starting segments and expansion path.

Initial Wedge

Insurance-focused roofing and restoration teams with high supplement load.

Adjacent Expansion

Multi-branch operators that need consistency across estimator groups.

Long-Term Direction

Broader contractor ecosystems with integrated workflow controls.