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Aristo's read Grounded in page evidence

Cost, idle capacity and allocation are composed into one licence decision view.

Why it matters
Recoverable spend stays connected to counted seats and the organisation’s own basis.
Recommended action
If recoverable spend is counted, open the largest item and decide its owner and timing.

License chargeback

Track usage, allocate cost to the teams that consume it, and see where to intervene.

Period This month Currency USD Scope All departments Filters become interactive on the Analytics workspace, where changing one is an investigation rather than a re-run of this summary.

Cost trend

What consumption actually cost, month by month, with each month carrying its own basis.

MonthlyUSD
Metered consumption by month
last 6 months US$ per month Labelled estimate
$0 $150k $300kMar 26: $229,400 — labelled estimate — A labelled envelope over real inputs, built to under-count rather than to flatter. Mar 26 Apr 26: $238,650 — labelled estimate — A labelled envelope over real inputs, built to under-count rather than to flatter. Apr 26 May 26: $246,780 — labelled estimate — A labelled envelope over real inputs, built to under-count rather than to flatter. May 26 Jun 26: $258,420 — labelled estimate — A labelled envelope over real inputs, built to under-count rather than to flatter. Jun 26 Jul 26: $269,760 — labelled estimate — A labelled envelope over real inputs, built to under-count rather than to flatter. Jul 26 Aug 26: $278,540 — labelled estimate — A labelled envelope over real inputs, built to under-count rather than to flatter. This month so far, not a complete month. Aug 26 so far
Labelled estimate — A labelled envelope over real inputs, built to under-count rather than to flatter.This month so far — not a complete month
Evidence & data — Metered consumption by month

Comparison

No month here is measured yet: every bar is the labelled envelope estimate, built to under-count rather than to flatter. The final bar is drawn open because it is this month so far  a shorter month, not a smaller one.

Source & method

Azure Cost Management export where connected; Aristo consumption envelope otherwise.

Basis: Labelled estimate

Accessible data

Metered consumption by month
MonthSpendBasisComplete month
Mar 26$229,400Labelled estimateYes
Apr 26$238,650Labelled estimateYes
May 26$246,780Labelled estimateYes
Jun 26$258,420Labelled estimateYes
Jul 26$269,760Labelled estimateYes
Aug 26$278,540Labelled estimateNo — month to date

A month-to-date figure is a shorter month, not a smaller one, and must not be read as a fall.

Product breakdown

Every paid Microsoft product, in seats.

Paid seats by product
current licence position seats Counted
Microsoft 365 Copilot
4,200 seats 96% in use $126,000/mo
Power BI Pro
1,050 seats 86% in use
Visio Plan 2
242 seats 50% in use
Dyn365
600 seats 87% in use
Microsoft 365 E5
2,500 seats 98% in use
Project Plan 3
150 seats 60% in use
Assigned to a personBought, never assigned
Evidence & data — Paid seats by product

Comparison

Money is shown only for products this product holds a real seat price for. Every other product is reported in counted seats and deliberately never dollarised — an invented price would make the total look precise and be wrong.

Source & method

Microsoft licence records (Organization.Read.All).

Basis: Counted

Accessible data

Paid seats by product
ProductAssigned to a personBought, never assignedTotal seats
Microsoft 365 Copilot4,0401604,200
Power BI Pro9001501,050
Visio Plan 2120122242
Dyn36552080600
Microsoft 365 E52,440602,500
Project Plan 39060150

Seats are counted for every product; money appears only where a real seat price backs it.

Licence cost by department

Counted Copilot seats per team at your seat price, ranked. Teams below five people are merged.

counted
Counted licence cost by department, ranked
current licence position US$ per month Counted
Engineering
680 seats · 76% in use
$20,400 21%
Sales
600 seats · 65% in use
$18,000 19%
Operations
420 seats · 64% in use
$12,600 13%
Customer Success
390 seats · 67% in use
$11,700 12%
Finance
340 seats · 79% in use
$10,200 11%
Marketing
260 seats · 65% in use
$7,800 8.1%
Product
260 seats · 77% in use
$7,800 8.1%
IT
250 seats · 82% in use
$7,500 7.8%
Counted Copilot seats at this organisation's seat price
Evidence & data — Counted licence cost by department, ranked

Comparison

Ranked by what each team carries. The share beside each bar is that team's portion of the counted licence bill, not of the whole estate cost.

Source & method

Microsoft licence records joined to your directory.

Basis: Counted

Accessible data

Counted licence cost by department
DepartmentLicence / moSeatsIn use
Engineering$20,40068076%
Sales$18,00060065%
Operations$12,60042064%
Customer Success$11,70039067%
Finance$10,20034079%
Marketing$7,80026065%
Product$7,80026077%
IT$7,50025082%

Teams below the five-person privacy floor are merged. An em dash is a figure this product does not hold.

1 row is not drawn here: it has no counted seat data, because the team sits below the five-person privacy floor or the directory join has not run. It is still in the table below, with an em dash rather than a guess.

Where to intervene

The largest recoverable positions, ranked.

Department detail

Counted licence cost, counted seats and the apportioned consumption estimate, per team. The two money columns are on different bases and are never added together.

Scroll sideways for the remaining columns.

Monthly chargeback by department. Licence cost, seats and utilisation are counted; the consumption allocation is an estimate. The two money columns are on different bases and are never added together.
Department People Active seats Seat usage Licence cost / mo
counted
Per active seat
counted
Allocation
consumption · estimate
Recoverable
Engineering 1,550 520 76% $20,400 $39 $50,900 $4,800
Sales 1,370 390 65% $18,000 $46 $44,580 $6,300
Operations 1,020 270 64% $12,600 $47 $30,380 $4,500
Customer Success 885 260 67% $11,700 $45 $27,200 $3,900
Finance 650 270 79% $10,200 $38 $23,460 $2,100
Marketing 540 170 65% $7,800 $46 $18,050 $2,700
IT 495 205 82% $7,500 $37 $17,020 $1,350
Product 455 200 77% $7,800 $39 $16,010 $1,800
Human Resources 370 120 67% $5,400 $45 $10,550 $1,800
Manufacturing 537 125 60% $6,300 $50 $14,340 $2,550
Supply Chain 445 120 57% $6,300 $53 $11,380 $2,700
Data & Analytics 425 110 46% $7,200 $65 $14,550 $3,900
Other team (1 small team, aggregated) $120
Totals $121,200 $278,540
Privacy floor, stated rather than assumed. No page of this product can name a person. Every row here is a team of five people or more. 1 team is withheld from the counted-utilisation column for the same reason. There is no per-person view, screen or export of anyone else in this system for any leader to pull.
How every number on this page was arrived at, and what is not measured yet

Counted means read directly from your Microsoft licence records or usage signals. Measured means taken from your own billing export for the month being shown. Estimate means an envelope Aristo computed and labelled as one. Assumption means a default this product supplied because you have not set the real value. Every figure above carries the weakest of the words that apply to it.

The department table carries TWO money columns on two different bases, and they are never added together. Licence cost is the seats a team actually holds, counted, at your seat price. Consumption allocation is an apportionment of the ready cohort's metered funding across your real departments, weighted by department size and consumption fit — an estimate by construction, labelled one everywhere it appears, including in an export.

Not every card carries a comparison against the previous run, and the ones that do not are deliberate. A prior run stores cold seats, not cold-plus-unassigned seats, so a percentage drawn between the two would compare different quantities under one label. Where the prior figure is the same field it is used; where it is not, the card shows no delta rather than a plausible one.

  • Metered consumption for the current month is an envelope estimate. Connect a read-only Azure Cost Management export and the current month becomes measured, to the cent.
  • Cost split by product family over time is not measured. Seat cost is known per product from your licence records; metered consumption is not yet attributed to a product family, so the trend below shows one honest series rather than a stacked chart with an invented split.