FinanceReasoningMedium complexity
AI ROI Measurement
Licences are bought and pilots launched, but few organisations can show what AI has changed in their numbers.
How we approach it
Pick the business measure each use case is meant to move, record a baseline before rollout and compare against a group working without the tool. Track cost per task alongside time saved, and count the review and rework that AI output still needs. Scale or stop each use case on the result.
Business value
Investment decisions based on measured results
Technology stack
- Analytics platform
- experiment design
- usage telemetry
- finance data
Related service
Strategic AI RoadmapFurther reading
Related use cases
- Cross-Industry · FinanceAI Spend ControlAI costs now arrive as per-token bills that grow with every agent loop, plus seat licences nobody checks against use.
- Cross-Industry · EngineeringLLM Application EvaluationAssistants and agents that looked good in a demo degrade quietly in production when prompts, data or the model change.
- Cross-Industry · SecurityAttack Path AnalysisFind the routes an attacker could chain from an exposed asset to the systems that matter most.