For ops, finance & IT owners cutting AI spend

Stop paying for AI seatsnobody uses.

Tool-level audits tell you which apps to keep. They miss the dead seats inside the apps you keep. This scorecard rates every individual license on real utilization, gives each a KEEP / DOWNGRADE / RECLAIM verdict, and reports your fleet waste rate — so the unused capacity stops hiding behind the average.

Get the Scorecard — $79one-time · instant download · yours to keep
Five deliverables · runnable
Seat Scorecard (.xlsx)
Workbook
Per-seat KEEP / DOWNGRADE / RECLAIM
Verdict
Fleet waste-rate dashboard
Rollup
Facilitator Playbook (.docx)
Guide
Reclaim Runbook (.docx)
Scripts
Works alongside
Subscription Auditor · ROI Tracker · Burn-Rate Forecaster
01.The Problem

Seat sprawl is where AI budgets quietly blow out.

2–8×

Per-seat AI tool costs have climbed multiples in a year. The bill grows even when usage doesn't.

The average lies

Fleet-wide 'utilization' hides the seats at zero. Tool-level audits keep the tool and never look inside it.

One-click adds

Seats get provisioned for a project and never pulled. The friction to add is low; the friction to reclaim is a conversation nobody owns.

02.See It Work

Re-rate a seat and watch the verdict move.

Fleet waste rate
50%OVER-PROVISIONED
KEEP 2DOWNGRADE 2RECLAIM 4

Tap any 0–3 cell to re-rate a signal and watch the verdict move. Worked example as of 2026-06-25.

SeatActive-daysFeatureLast-usedOutputTier-to-usageUtilVerdict
A. Okafor
S-001 · Premium
100KEEP
nothing to fix
B. Lindqvist
S-002 · Premium
77DOWNGRADE
over-provisioned
C. Ramirez
S-003 · Standard
67DOWNGRADE
fix: Tier-to-usage fit
D. Whitfield
S-004 · Premium
33RECLAIM
fix: Tier-to-usage fit
E. Nakamura
S-005 · Standard
18RECLAIM
fix: Active-days share
F. Adeyemi
S-006 · Premium
0RECLAIM
dead-seat gate
G. Petrov
S-007 · Standard
80KEEP
fix: Tier-to-usage fit
H. Donnelly
S-008 · Premium
10RECLAIM
fix: Feature depth

Same math as the workbook: weighted utilization (signals sum to 100), the dead-seat gate forces RECLAIM when a seat is both inactive and cold, and a 70+ seat still lands DOWNGRADE when it's on a tier it doesn't use. A decision aid for software-spend right-sizing — not financial advice.

Diagram of the AI Seat Right-Sizing & Waste-Rate Scorecard: five weighted utilization signals, an over-provisioned gate, and a sample scoring 77 that still reads DOWNGRADE.
Shareable diagram

How the gate works, in one image

The five weighted utilization signals and the over-provisioned gate that caps a heavily-used seat at DOWNGRADE when it's on a tier it doesn't need — the same math the demo runs, as a diagram you can share or embed anywhere.

View & embed the full diagram
03.The Rule, Run

Eight seats in. A fleet posture out.

This is the shipped example, scored by the rule the workbook and the demo both run. Note the two seats that make the design earn its keep: S-002 scores 77 — well above the KEEP floor — yet lands DOWNGRADE because it's on a premium tier it doesn't use. S-006 scores 0 and the dead-seat gate fires.

AI Seat Right-Sizing & Waste-Rate Scorecard  (as-of 2026-06-25)
================================================================
Fleet: 8 seats  |  waste rate 50%  ->  OVER-PROVISIONED
  KEEP 2   DOWNGRADE 2   RECLAIM 4
----------------------------------------------------------------
S-001  A. Okafor      util 100  ->  KEEP
S-002  B. Lindqvist   util  77  ->  DOWNGRADE  [over-provisioned]
S-003  C. Ramirez     util  67  ->  DOWNGRADE
S-004  D. Whitfield   util  33  ->  RECLAIM
S-005  E. Nakamura    util  18  ->  RECLAIM
S-006  F. Adeyemi     util   0  ->  RECLAIM    [GATE: dead seat]
S-007  G. Petrov      util  80  ->  KEEP
S-008  H. Donnelly    util  10  ->  RECLAIM
04.The Standard

Three rules keep the verdict honest.

Score the seat, not the tool

Every license is rated on five weighted signals that sum to 100. Utilization is a number you can defend line by line.

The dead-seat gate overrides the score

Both inactive and cold? RECLAIM, regardless of the other three signals. A strong-on-paper seat can't hide an unused one.

Active isn't the same as right-sized

A 70+ seat on a tier it doesn't use is DOWNGRADE, not KEEP. That's a plan move — the cheapest dollars to recover.

05.What This Is — And Isn't

A seat-level scalpel, not a tool-level axe.

It is
  • A per-seat verdict engine for one tool's license roster.
  • A fleet waste-rate readout that trends over time.
  • A reclaim runbook with the actual downgrade and reclaim scripts.
It isn't
  • A tool-level keep/cut audit — that's the Subscription Auditor's job, one level up.
  • A live usage integration — you rate the signals from your admin export.
  • Financial advice. It informs a spend decision; it doesn't make it for you.

A decision aid for right-sizing software spend — not financial or accounting advice. Confirm each seat with its owner and finance before changing or cancelling a license.

06.Who It's For

The person who signs off on the renewal.

Ops & RevOps leads owning the software stack
Finance partners chasing AI cost overruns
IT admins who provision and deprovision seats
Founders right-sizing spend before a raise
Team leads with a roster of mixed-usage licenses
Anyone staring at a renewal quote that grew 2–8×
08.Common Questions

Everything else you'd ask before buying.

Different altitude. A subscription auditor works at the tool level — keep, right-size, consolidate, or cut each app in your stack. The AI Seat Right-Sizing & Waste-Rate Scorecard works one level down, inside the tools you keep: it rates every individual license on real utilization and returns KEEP, DOWNGRADE, or RECLAIM per seat, then a fleet waste rate. The audit tells you which apps to keep; this tells you which seats inside them you're paying for and nobody uses.

Find the dead seats.
Recover the spend.

One purchase, lifetime access, 12 months of updates. $79, once.

A decision aid for right-sizing software spend — not financial or accounting advice. Confirm each seat with its owner and finance before changing or cancelling a license.

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