01
Opportunity Map
Identify a consequential workflow, define the unit of work, quantify current friction, identify where human judgment belongs, and evaluate whether the opportunity is measurable and ready.
Free practical tool
AI Impact Measurement Workbook
Three practical worksheets for identifying measurable AI opportunities, designing credible pilots, and reporting impact leadership can trust.
No signup required.
Inside the workbook
Find. Prove. Claim.
02
Measurement Contract
Define the baseline, eligible population, comparison method, primary metric, quality and risk guardrails, instrumentation, full cost, decision thresholds, and owners before the pilot begins.
03
Impact Ledger
Report modeled potential, observed operational change, attributed impact, capacity used, captured business value, full cost, attribution strength, limitations, and the next decision.
Before a result becomes a claim
The five-question impact-claim audit
If any answer is missing, the result may still be promising. It is not yet a defensible ROI claim.
- 1What unit of work changed?
- 2Compared with what?
- 3Did quality, customer, and risk guardrails hold?
- 4How did the operating change create business value?
- 5What value did the company actually capture, net of cost?
Put the method to work.
Use the Opportunity Map, Measurement Contract, and Impact Ledger with one consequential workflow inside your company.
Download the workbookGeneral operating guidance only. Workflows involving employment, insurance, credit, healthcare, safety, or other consequential decisions require review by the organization’s appropriate legal, compliance, security, privacy, risk, finance, and domain owners.