Building the business case and ROI
Business
Building the business case and ROI
- Measuring ROI on AI Automation
- Choosing a Baseline to Compare an AI Pilot Against
- Forecasting the Support Load of a Default-On AI Feature
- How to Instrument AI Workflows So ROI Calculations Are Possible
- How to Measure Whether AI Training Changed Anyone's Work
- How to Split AI Savings Between Time Saved and Errors Avoided
- How to Test Whether an Agent Performs a Task as Fast as a Human
- Reading a Vendor's Time-and-Motion Study: What to Check
- Setting a Baseline Headcount Plan Before an AI Rollout
- When the Vendor's Maintenance Estimate Conflicts with Your Logs
- A Change Log That Tells You Which Estimates Went Stale
- A Dashboard for AI Adoption: Corrections per Task
- A Data Schema for a Headcount and Hours Baseline
- Auditing a Third-Party Vendor Claim Before You Trust It
- Budgeting a Pilot's Second Run
- Building a Cost Per Task Model for AI Agents
- Calculating the Payback Period of an AI Tool from a Time Study
- How to Attribute Rework to a Specific AI Step
- How to Compare Cost per Task When Human and Agent Split the Work
- How to Explain a Baseline to the Team Being Measured
- How to Measure Whether an AI Agent Changed a Process Not a Person
- How to Periodically Re-Measure a Baseline After Process Changes
- How to Pick a Comparison Group for an AI Training Rollout
- How to Set a Baseline for an AI Pilot When No One Measured Before
- How to Write a Savings Claim Your CFO Will Accept
- Instrumenting a Workflow Step Without Touching the Agent's Code
- Logging the Human Version of Work Before an AI Touches It
- Reading a Vendor's Support-Load Model Before You Trust It
- Reading a Vendor's Time-Savings Claim Against Your Own Task Log
- Scoring an AI Agent Idea Against a Human Baseline
- Splitting a Maintenance Estimate by Who Does the Work
- The Time Study an AI Agent Can Produce Compared to a Vendor's
- When the Vendor Study Conflicts with Your Own Measurement
- When Your Logs and the Vendor's Logs Disagree on Volume
- Writing a Savings Claim Your CFO Will Accept