KPI
Cost savings: AI benchmark
Absolute cost saved per year.
How to measure it
Annual fully loaded cost before minus after, net of the cost of running the AI.
Across the library
9 reported values (currency), listed per use case below. Absolute volumes depend on organization size and are not pooled.
1 reported value (currency), listed per use case below. Absolute volumes depend on organization size and are not pooled.
1 reported value (currency), listed per use case below. Absolute volumes depend on organization size and are not pooled.
Higher is better. Unit: currency.
Reported values by use case
AI cash flow forecasting for corporate treasury
- Prysmianabout USD 100,000 · vendor claim
AI copilot for marketing content with compliance pre review
- Klarnaabout USD 10 million · organization claim
AI decision support for airline operations control and disruption recovery
- Swiss International Air Linesat least CHF 1 million · organization claim
AI for building HVAC and energy optimization
- Cammeby's InternationalUSD 42,951 · vendor claim
AI for creating employee training and eLearning content
- Zoomup to USD 1500 · vendor claim
AI for eDiscovery and disclosure document review
- Purpose Legalat least USD 70,000 · vendor claim
AI for legacy code modernization
- AmazonUSD 260 million · organization claim
AI for public consultation response analysis
- Department for Transportabout GBP 500,000 · organization claim
AI internal talent marketplace for matching employees to projects, roles and mentors
- Schneider Electricat least USD 15 million · vendor claim
AI predictive maintenance for industrial and energy assets
- Duke Energyat least USD 34 million · vendor claim
AI vegetation management for power lines
- National GridUSD 2 million · vendor claim
Use cases that should track cost savings
- AI agent for cloud cost optimization and FinOps
- AI agent for complaints recognition, investigation and response
- AI agent for order status, delivery changes and returns
- AI agent for travel and expense report audit
- AI cash flow forecasting for corporate treasury
- AI copilot for field technicians and dispatch optimization
- AI copilot for marketing content with compliance pre review
- AI decision support for airline operations control and disruption recovery
- AI for benefit fraud and error detection in social security
- AI for building HVAC and energy optimization
- AI for cash application and remittance matching
- AI for creating employee training and eLearning content
- AI for eDiscovery and disclosure document review
- AI for fee and interest leakage detection
- AI for insurance claims fraud detection
- AI for legacy code modernization
- AI for mobile network planning and capacity optimization
- AI for predictive network maintenance in telecom
- AI for public consultation response analysis
- AI for radio access network energy optimization
- AI for RFP, tender and sales proposal response drafting
- AI internal talent marketplace for matching employees to projects, roles and mentors
- AI predictive maintenance for freight rail rolling stock
- AI predictive maintenance for industrial and energy assets
- AI spend classification and spend analytics for procurement
- AI vegetation management for power lines