Modeled measurement case
Revenue Operations AI: A Measurable Capacity and Cycle-Time Case
A modeled measurement case for returning seller capacity, shortening pricing approvals, and improving CRM completeness—with every assumption exposed for replacement during Field Discovery.
FIELDRUNTIME / CASE / 01
TRANSPARENCY / NOT CLIENT RESULTS
This is an evidence-ready ROI model, not a claim about a completed client deployment. Every baseline and target is an explicit example assumption. During Field Discovery, each number is replaced with the organization's verified operating data before a business case is approved.
THE OPERATING PROBLEM
Measure the work before changing it.
Account teams lose selling time to research, deal preparation, CRM updates, pricing exceptions, approval follow-up, and repeated handoffs. A governed revenue harness can prepare the work, route exceptions, preserve evidence, and leave relationship and pricing authority with people.
MODEL INPUTS
Every assumption is visible.
The starting model
- Team modeled
- 20 account executives
- Administrative load
- 4 hours per seller per week
- Working year
- 48 weeks
- Loaded capacity value
- $90 per hour
OUTCOME MODEL
Targets require evidence.
What the pilot must prove
| Metric | Example baseline | Modeled target | Evidence source |
|---|---|---|---|
| Seller capacity consumed | 3,840 hours/year | Return 1,536–2,304 hours | Calendar, CRM, and activity sampling |
| Modeled capacity value | $345,600/year | $138,240–$207,360 returned | Finance-approved loaded-cost model |
| Pricing-exception cycle | 36 hours median | 12–18 hours median | Request, approval, and completion timestamps |
| Required CRM-field completeness | 68% | 90% or better | Weekly field-level CRM audit |
| First-pass deal preparation | Measure first 30 cases | +20 percentage points | Operator acceptance and rework log |
THE VALUE MODEL
A calculation the CFO can challenge.
20 sellers × 4 hours/week × 48 weeks × $90/hour = $345,600 annual capacity exposed to the workflow.
At 40–60% capacity recovery, the modeled annual value is $138,240–$207,360 before counting faster approvals, conversion, margin, or forecast improvement.
HUMAN AUTHORITY + CONTROLS
- People retain pricing, negotiation, customer-relationship, and commitment authority.
- Deterministic rules validate required fields, approval thresholds, and margin boundaries.
- Every recommendation cites account context and preserves the approval trail.
MEASUREMENT PLAN
Turn the model into evidence.
- Baseline two representative weeks before changing the workflow.
- Shadow the system against live deals before permitting write actions.
- Compare assisted and unassisted cohorts for cycle time, rework, and completeness.
- Review exceptions and operator corrections weekly; convert validated failures into evals.
Replace assumptions with your operating data.
Map the real workflow and build the evidence case.
Bring one repetitive, expensive, or consequential workflow. We will map what stays human, what becomes reliable software, where AI creates measurable value, and what evidence will make the system improve.