{"version":"0.11.0","built_at":"2026-10-12T01:17:59.374Z","license":"CC BY 4.0 © Mike Reams","canonical":"https://catalog.mikereams.com","value_stream":{"id":"VS-220","name":"Use-Case-to-Value","industries":["cross-industry"],"description":"An AI or automation use case from an idea through data readiness, build, responsible-use review and deployment to measured value, with the option to stop at every stage. Where Idea-to-Product (VS-50) launches something customers buy, this stream puts a model, assistant or automation to work inside the enterprise and proves it pays.","outcome":"The use case runs in production within approved risk limits, its value is measured against the original case, and it is kept, improved or retired on that evidence.","trigger":"A team proposes using a model, an assistant or an automation to improve a process, a decision or a service.","aliases":["AI Use Case Lifecycle","Idea-to-Automation","AI Value Realization","Model Lifecycle"],"stages":[{"id":"VS-220.10","order":1,"name":"Propose & Prioritize","description":"Describe the problem, the expected value and the risk class of the use case, and decide whether it joins the portfolio and who owns it.","capability_ids":["BC-770.10","BC-180.10"]},{"id":"VS-220.20","order":2,"name":"Assess Data Readiness","description":"Confirm the data the use case needs exists, is fit for purpose, may lawfully be used this way, and can be delivered to where the build happens.","capability_ids":["BC-750.10","BC-750.30","BC-140.10"]},{"id":"VS-220.30","order":3,"name":"Build & Evaluate","description":"Build the model, assistant or automation on the shared platform, and evaluate accuracy, robustness and cost against the bar agreed at the start.","capability_ids":["BC-770.20","BC-770.30","BC-770.40","BC-770.50"]},{"id":"VS-220.40","order":4,"name":"Review Responsible Use","description":"Check the use case for fairness, privacy, security and transparency, record the decision and its conditions, and refuse or redesign what does not pass.","capability_ids":["BC-770.10","BC-140.40","BC-760.50","BC-130.20"]},{"id":"VS-220.50","order":5,"name":"Deploy & Operate","description":"Release the use case into the process it serves with monitoring for drift, failure and misuse, and give the people who work alongside it the support to adopt it.","capability_ids":["BC-770.20","BC-770.40","BC-720.50","BC-180.50"]},{"id":"VS-220.60","order":6,"name":"Measure Value & Decide","description":"Compare the value achieved with the value promised, and decide on that evidence whether to scale, improve or retire the use case.","capability_ids":["BC-180.60","BC-770.10","BC-750.50"]}]}}