OAITHE OPERATOR AI BRIEFWITH BILL KARALASH
Decision system5 minLaunch edition

The operator’s scorecard for evaluating an AI tool

Stop buying AI demos. Score the workflow, evidence, integration cost, reversibility, and measurable operating result.

Start with the job

Define the recurring operating decision or task before naming a vendor. Record current cycle time, error rate, labour, and the person accountable for the output.

Use five gates

Score workflow fit, output quality, evidence visibility, integration burden, and reversibility. A tool that fails the evidence or reversibility gate should remain a sandbox experiment.

Run a bounded pilot

Use a representative set of cases, including failures and messy inputs. Compare the AI-assisted path with the existing baseline and record the human correction burden.

Make the decision

Adopt only when the operating improvement survives the full cost of review, correction, integration, and change management.

Evidence status

This launch-edition playbook contains no time-sensitive product claims. Future news articles will display primary sources, claim evidence, version, and corrections.

OAITHE OPERATOR AI BRIEFWITH BILL KARALASH
Decision system5 minLaunch edition

The operator’s scorecard for evaluating an AI tool

Stop buying AI demos. Score the workflow, evidence, integration cost, reversibility, and measurable operating result.

Start with the job

Define the recurring operating decision or task before naming a vendor. Record current cycle time, error rate, labour, and the person accountable for the output.

Use five gates

Score workflow fit, output quality, evidence visibility, integration burden, and reversibility. A tool that fails the evidence or reversibility gate should remain a sandbox experiment.

Run a bounded pilot

Use a representative set of cases, including failures and messy inputs. Compare the AI-assisted path with the existing baseline and record the human correction burden.

Make the decision

Adopt only when the operating improvement survives the full cost of review, correction, integration, and change management.

Evidence status

This launch-edition playbook contains no time-sensitive product claims. Future news articles will display primary sources, claim evidence, version, and corrections.