Measuring AI ROI: Frameworks for Enterprise AI Engineering Projects

AI projects fail if they cannot demonstrate financial value. This post details how to measure and report the return on investment of your AI systems.

Calculating Direct Savings

Instead of vague metrics like “user delight”, focus on tangible cost reductions:

• FTE Hour Reduction: Automated data extraction or document indexing frees up employees for high-level tasks.
• Token Cost Control: Efficient caching and model routing cut API fees.
• Ticket Resolution Rate: Automated L1 support decreases ticket queues and human staff stress.