Becoming AI-Augmented

Measure What Changed

Measure the work, not just the time saved.

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Why Measurement Matters

Speed Is the Easy Number

Trust, correction load, and defensibility are the real signals. Measurement tells you whether AI improved the outcome, reduced rework, and kept evidence visible.

VOR
Verified Output Ratio
RR
Rework Rate
ROI
Reclaimed Time ROI

ROI Calculator

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Core Metrics

Signals Worth Tracking

Verified Output Ratio

Outputs that pass checks divided by outputs produced.

Correction Load

Human effort required to make AI-assisted work usable.

Grounding Compliance

Percent of outputs tied to evidence, sources, or local truth.

Insight Conversion

How often AI-assisted insight becomes a real system change.

Rework Rate

How often output returns for correction after review.

Reclaimed Time ROI

Time saved minus correction, validation, and coordination cost.

Weekly Review

  • What improved?
  • What failed?
  • Why did it fail?
  • What system rule changes next week?