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
19 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.
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 for building HVAC and energy optimization
- Dollar TreeUSD 1 million · vendor claim
- Cammeby's InternationalUSD 42,951 · vendor claim
AI for eDiscovery and disclosure document review
- MicrosoftUSD 1.6 million · vendor claim
- Purpose Legalat least USD 70,000 · vendor claim
AI internal talent marketplace for matching employees to projects, roles and mentors
- Schneider Electricat least USD 15 million · vendor claim
- Seagateabout USD 1.4 million · organization claim
AI predictive maintenance for industrial and energy assets
- EquinorUSD 120 million · organization claim
- Duke Energyat least USD 34 million · vendor claim
AI agent for order status, delivery changes and returns
- Nuulyabout USD 359,000 · vendor claim
AI agent for travel and expense report audit
- Airbusat least USD 200,000 · vendor claim
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 aircraft turnaround and ground handling optimization
- Port of Seattleat least USD 25 million · vendor claim
AI for aircraft turnaround and ground handling optimization
- Greater Toronto Airports AuthorityCAD 47 million · vendor claim
AI for airline fuel efficiency optimization
- JetBlueUSD 300,000 · vendor claim
AI for creating employee training and eLearning content
- Zoomup to USD 1500 · vendor claim
AI for employee attrition prediction and retention analytics
- IBMabout USD 300 million · organization claim
AI for healthcare claims fraud, waste and abuse detection
- Centers for Medicare and Medicaid Servicesat least USD 20.4 million · organization claim
AI for insurance claims fraud detection
- Old Mutual General Insuranceabout KES 400 million · organization 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 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 copilots for production scheduling and sequencing
- AI decision support for airline operations control and disruption recovery
- AI for aircraft turnaround and ground handling optimization
- AI for airline fuel efficiency optimization
- 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 employee attrition prediction and retention analytics
- AI for fee and interest leakage detection
- AI for healthcare claims fraud, waste and abuse 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 supply chain risk and disruption monitoring
- AI tenant screening with fair housing safeguards
- AI vegetation management for power lines
- AI video analytics and screening for physical security