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Case 01 ยท Enterprise transformation

AITransformationexecution.adoption.execution.impact.velocity.

Role
AI lead & trainer
Period
2025-2026
Scope
Strategy ยท Training ยท Tooling

A full transformation program embedding AI into the daily workflows of engineers, analysts and product teams inside a large financial institution.

AI Transformation Program

Placeholdercopy.WestartedbymappingwhereAIcouldactuallysavehours,notwhereitsoundedimpressiveonslides.Fromthere,threecohortsweretrainedoversixmonths,eachoneshippingatleastoneworkflowbacktoproductionbeforegraduating.

Placeholdercopy.TheprogramcoveredCopilotadoptioninVSCode,agentworkflowsfordocumentationgeneration,andstructuredpromptingplaybooksforuser-storydrafting.Eachcohortleftwithaconcreteartifact:aworkflow,anagent,orareusablepromptlibrary.

Placeholdercopy.Therealoutcomewasnotthetrainingsthemselves,itwastheshiftindefaultbehavior.Sixmonthsin,teamsstoppedasking"shouldIuseAIhere?"andstartedasking"whatdoesthebestversionofthisAIworkflowlooklike?".

  • โ†’Trained multiple cohorts
  • โ†’Built workflows to generate user stories
  • โ†’Introduced AI agents for documentation

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