ROI

Step-by-step guide to constructing a CFO-ready AI investment proposal. From quantifying benefits to modeling risk, here is the framework that survives the finance committee.

Most AI project failures are not technology failures. They are predictable, preventable organizational failures. Here is the failure pattern, the three variables that predict success, and how to load the dice in your favor.

Most AI business cases fail the CFO test. Here is how to build a financial model that survives the boardroom, with IRR, NPV, risk-adjusted returns, and the cost of inaction.

How to choose which processes to automate first-and which to avoid. A practical selection matrix, 7 processes that consistently deliver ROI, and a complete 6-month implementation roadmap.

Vendors promise ROI. We measured it. Real data from 12 conversational AI deployments across e-commerce, healthcare, financial services, and manufacturing-including what didn't work.

The gap between a successful experiment and a scalable capability is wider than most leaders realize. Here is how to bridge it.