Glossary
What is AI value realization?
AI value realization is the work of turning an AI investment into a measured business result: revenue, margin, cost to serve or customer experience that has actually changed. It covers everything between a working pilot and a number on the P&L, including process change, adoption by people, and measuring against an agreed baseline.
Why AI value often fails to show up
Pilots are designed to prove the technology works, not that the business is better off. Value gets stuck in three places: between the decision and the front line, between teams at the hand-offs, and between people and tools they quietly work around.
Without a baseline, a target and an owner, a successful pilot has nowhere to land.
What it takes to realize AI value
In Pravv's work, value is realized when five conditions are in place.
- A business number with a baseline agreed by finance.
- A named owner who is accountable for moving it.
- A redesigned process, so AI removes work instead of adding to it.
- People who use the solution every day and have the skills to improve it.
- Measurement that continues after the project team leaves.
How Pravv approaches it
Pravv starts every engagement with a Value Case and measures against it at every step, including a review 90 days after the engagement ends. Value realization is designed in from the first week, not checked at the end.
Questions
Questions about AI value realization
How is AI value realization different from AI ROI?
ROI is the ratio you report. Value realization is the work that makes the return happen: process change, adoption and measurement, from pilot to the P&L.
When should value realization start?
Before the work starts. Agreeing the baseline, target and owner up front is what makes the value measurable later.
Who should own AI value realization?
The business executive who owns the number, not the technology team. Technology teams deliver the solution; the business owner is accountable for the value.
Let's find your Value Case
A conversation with a senior partner. We'll bring a view of where AI could move your numbers.