AI Business Case Template
By Paige Gilmore, Founder, NetLift · Published 2026-07-28 · Updated 2026-07-28
A credible AI business case measures net value by subtracting total costs—including licenses, implementation, and rework—from the labor value of time saved. It uses objective baselines and Evidence Quality grades to decide whether to expand, continue, or stop an AI initiative.
A finance-credible AI business case template focuses on the net value of time saved compared to the total cost of ownership. To calculate this, subtract the full AI cost (including licenses, usage, implementation, and training) from the labor value of the hours saved. Using a default loaded staff cost of $75 per hour, organizations can determine exactly how long it takes for the investment to pay back.
Effective templates distinguish between realized value and future projections. Realized value is based on work already completed, while future value estimates recurring savings based on expected volume. Every measured area should result in a clear decision state: Expand, Continue, Review, Improve, or Stop.
How do you determine the labor value of AI?
Labor value is calculated by multiplying the hours saved by the loaded hourly cost of the staff involved. Hours saved is defined as the time the work would have taken without AI minus the time it took with AI. For a business case to be accurate, it must also track the time spent on review and rework to ensure the net time savings are realistic.
What is Evidence Quality in an AI business case?
Evidence Quality grades the strength of the data used to justify an AI spend. This scale ranges from 'Estimate Only' to 'Verified.' Finance-credible cases prioritize objective baselines, such as historical data or cohort data, over individual self-estimates. Factors including sample size, recency, and cost completeness determine how much confidence a buyer should have in the projected return.
NetLift automates this measurement by comparing tracked work against deterministic baselines. Rather than relying on individual productivity metrics or intrusive surveillance like keystroke logging, NetLift focuses on the net value of the work itself. This allows teams to see the exact payback period and move from estimates to verified value.
Frequently asked questions
How do you calculate the hourly cost for a full-stack developer in this template?
While some developers may be hired at rates like $40 per hour, NetLift uses a default loaded staff cost of $75 per hour for business case calculations unless a different specific rate is provided.
Does this AI business case template track individual employee keystrokes?
No. NetLift measures work and value, not individual productivity. It does not use employee surveillance, screenshots, keystroke logging, or browser monitoring.
How should I account for compute rental costs from providers like CoreWeave?
Compute and usage costs are part of the full AI cost. These, along with licenses and implementation, are subtracted from the labor value of time saved to calculate the current net value of the adoption.
What is the difference between realized value and future value?
Realized value is the net return from work already completed. Future value is the expected recurring time savings multiplied by expected volume and is always stated separately from realized value.
About the author
Paige Gilmore is the founder of NetLift, the AI Value Management platform that helps organisations measure the cost, savings and return of AI adoption. Paige Gilmore on LinkedIn