How Do You Substantiate the Value of AI in Your Organization?

PUBLISHED: July 23, 2026

PAGES: 10 Pages

DELIVERY TIME: 1-2 business days

Description

This IDC Perspective highlights the critical need for finance organizations to establish a clear, data-driven baseline before deploying AI agents. Without a pre-deployment measurement of current processes, claims of AI-driven value lack credibility and cannot withstand board scrutiny. The document outlines a disciplined, KPI-based approach to quantifying agent impact, ensuring that efficiency, quality, and risk improvements are real, measurable, and defensible for CFOs and technology buyers."You can't measure the future without measuring the present. Without a baseline, every claim of AI value is just a story, not evidence." - Heather Herbst, research director, CFO Buyer Insights at IDC

Product Code: US54690926

Executive Snapshot

Key takeaways
Recommended actions

Situation Overview

Agents are different, and that difference is exactly why measurement matters
The value-measurement gap
Why the office of the CFO has to set the standard
You can't measure the future without measuring the present
A KPI framework for agent value: Five lenses plus the agent layer
The new agent layer: Metrics traditional automation never needed
A baselining methodology in six steps
A worked example: The invoice-to-pay process
- Step 1: Decompose the process
- Steps 2 and 3: Baseline the current state and set targets
- Step 4: The agent layer for deployment
- Steps 5 and 6: Remeasure, attribute, and monetize
- The same method travels across the office of the CFO
Where value measurement goes wrong