AI for Sales Leaders
Build a buyer business case with AI without invented ROI
SimplSolutions editorial team · Proposals · 4 min read
Published · Updated
AI-assisted practical guidance reviewed for this publication. Worked examples and photographs are illustrative, not customer results. Casey is a fictional campaign character, not the article author.
A useful business case is editable and explainable
AI can structure a business case, but it cannot know the buyer's cost base, adoption rate or operational constraints without evidence. Ask it to organize assumptions and calculations, not to produce a persuasive financial result.
Begin with the buyer's current process and the change under evaluation. Separate time saved, capacity released and actual cost reduction. They are not interchangeable benefits.
Build an assumption ledger
| Input | Source | Confidence | Buyer confirmation |
|---|---|---|---|
| Task volume | Buyer operational record | Measured or estimated | Required |
| Current effort | Observation or buyer estimate | State the basis | Required |
| New effort | Pilot result or assumption | Label clearly | Required |
| Adoption | Rollout assumption | Uncertain | Required |
| Costs | Approved quote and internal effort | Known or estimated | Required |
Illustrative editorial photograph.
Worked example
If a task saves an illustrative four minutes and occurs 100 times a month, the gross capacity released is 400 minutes. It is not automatically a payroll saving. Subtract review and maintenance effort, then ask how the buyer can use the remaining capacity.
Use a spreadsheet or verified calculation for arithmetic. Check units and formulas independently. Fluent explanations do not validate a calculation.
Prompt for a business-case structure
Organize these supplied inputs into a business case with baseline, proposed change, assumptions, costs and sensitivity. Label measured figures, buyer estimates and unverified assumptions. Do not invent savings, revenue lift or adoption. Show the calculation steps and identify inputs the buyer must confirm.
Test sensitivity
Show conservative, expected and optimistic assumptions without pretending the scenarios are predictions. Which assumption changes the result most? If the case works only with near-perfect adoption or no review cost, make that visible.
Review with the buyer
Ask them to correct the inputs and explain what capacity has value. Keep the reviewed version and date. Do not present your internal model as a customer-verified result until the buyer has actually reviewed it.
Keep promises separate
A business case describes potential value under assumptions. It is not a contractual guarantee. The proposal must reflect approved scope and commercial terms. Read proposal review before delivering either document.
A sensitivity exercise you can do with the buyer
Keep the task volume fixed and vary adoption and review effort. Show how the result changes if only part of the team uses the workflow or if each output needs an additional check. The buyer can then see which operational assumptions matter most before committing to a rollout.
Use a clear distinction between gross capacity, net capacity and cash savings. Gross capacity counts time removed from the task. Net capacity subtracts the new review and maintenance effort. Cash savings require an actual reduction in expenditure, not simply a theoretical hourly value assigned to employee time.
Questions to confirm the business case
- Which baseline figures are measured and which are estimates?
- Who can validate task volume and current effort?
- What work can use the released capacity?
- Which adoption or dependency assumption is most uncertain?
- What pilot evidence would justify revising the model?
Store the model with editable assumptions and a clear source for each figure. Do not hide uncertainty in an appendix while presenting a single impressive number on the first page. If the case is not compelling under reasonable assumptions, say so and consider a smaller task. A business case should help the buyer make a decision, including a decision not to proceed.
Put it to work with your team
Choose one permitted example and try the method before expanding it. Use the sales AI workflow pilot guide to define your baseline and review criteria. Request a tailored demo to discuss how SimplSales and current SimplBrain knowledge could support your sales workflow. Your proposal confirms the work, data handling and any system connections; your team remains responsible for buyer commitments.
