Executive Dashboard

CFO Dashboard

Modeled cost of AI rework and unused seats, the value governance could recover, and what that's worth against the cost of running it

Illustrative scenario — fictional organization, not customer or benchmark data.

All five executive dashboards use the same made-up company so the figures can be compared with each other. None of them is measured from your organization, from PromptFluent customers or from an industry dataset. To work from your own numbers, use the assessment tools.

Modeled Monthly Cost
$242,258
$224,883 time · $17,375 unused seats
Monthly Value With Governance
$75,411
31% of modeled cost · scenario assumptions
Annual Value Projection
$904,930
Monthly value × 12
First-Year ROI
174%
Net of first-year program cost

Modeled Monthly Cost by Category

Current vs. with governance, using the scenario's stated reduction assumptions

Time categories value 1,623 AI users' minutes at a $60/hour loaded cost, using the Prompt Debt Calculator's formulas. Unused seats are cash.

Six-Month Trend

Modeled monthly time cost as the number of AI users grew

Seat Utilization

Active seats as a share of seats paid for, by tool category

  • Chat assistant85%
    765 of 900 seats active · $4,050/month on unused seats
  • Code assistant62%
    279 of 450 seats active · $6,669/month on unused seats
  • Writing assistant48%
    96 of 200 seats active · $5,096/month on unused seats
  • Image generator35%
    28 of 80 seats active · $1,560/month on unused seats

ROI Analysis & Payback

The scenario's program cost against the value it assumes governance recovers

First-Year Program Cost
$330,000
$90,000 setup + $20,000/month to run (software, administration, training time)
Annual Value
$904,930
$758,980 time + $145,950 cash
Payback Period
1.6 months
Setup cost ÷ (monthly value − run cost)
First-Year ROI
174%
Cash only: -56%
3-Year Net Benefit
$1,904,789
Undiscounted

How to read this

ROI = (annual value − first-year program cost) ÷ first-year program cost. The value side assumes governance removes 25% of iteration waste, 20% of editing, 40% of search time, 35% of duplicated prompt work and 70% of unused-seat spend. Those are scenario assumptions, not measured results.

Recovered time is capacity, not cash. It only lowers spend if the hours are redeployed or hiring plans change — which is why the cash-only return is shown separately.

CFO Recommendations

What the scenario points to, with the value each line assumes

Critical
Reclaim Unused AI Seats
462 of 1,630 paid seats (28%) have no active user, costing $17,375/month. The scenario assumes 70% of that can be cut at renewal.
Impact: $12,163/month (cash)Effort: Low
High
Standardize Approved Prompts and AI Workflows
Approved, findable prompts cut re-prompting, editing and searching. Assumed reductions: iteration 25%, editing 20%, search 40%.
Impact: $48,490/month (time)Effort: Medium
High
Establish AI Spend Telemetry & Chargeback
Track usage and allocate cost by department so the next version of this model runs on measured numbers instead of assumptions.
Impact: Visibility + accountabilityEffort: Medium
Medium
Pilot a Prompt Asset Reuse Program
Start with three teams, record a baseline, and scale only if measured duplication actually falls.
Impact: $14,758/month (time)Effort: Low