Note 04From the deskaccounting · 2 min read
The company dashboard
The quirq ledger a company reads monthly, and the reading discipline that goes with it. A worked quarter where token spend rose 83% while verified value per all-in dollar rose 81%.
The calculus exists to produce one artifact: a ledger a company reads monthly the way it reads its P&L.
A worked quarter
Three unit types (support tickets, contract reviews, weekly reports) in a mid-size support-and-engineering operation. Every number computes from how to calculate it; parameters come from the micro-benchmark ranges of this research note. The table is arithmetic, not measurement: its role is to exhibit the full calculation chain, and the validation program's job is to replace it with production ledgers (experiment E5).
| Month | Units | Potential ($B) | Minted Q | Inference | Compute+API | Intervention | C_total | QER |
|---|---|---|---|---|---|---|---|---|
| April | 2,100 | 18,400 | 15,770 | $1,490 | $410 | $3,120 | $5,020 | 3.1x |
| May | 3,400 | 29,900 | 26,310 | $2,210 | $630 | $3,640 | $6,480 | 4.1x |
| June | 4,800 | 41,300 | 38,000 | $2,730 | $820 | $3,280 | $6,830 | 5.6x |
Trend read: QER 3.1 → 5.6 (+81%). Intervention rate 18.1% → 11.4%. Cost per quirq 0.32 → 0.18. quirq velocity +141%.
The same quarter in tokens alone: spend rose from $1,490 to $2,730, +83%, a number indistinguishable from waste. That contrast is the whole argument: the token bill says costs nearly doubled; the quirq ledger says verified value per all-in dollar rose 81% while human rescue fell a third. One is an expense line, the other is an investment case.
The reading discipline
- QER answers: is the program paying.
- QER* trend (audit-corrected) answers: is it improving honestly.
- Intervention rate answers: can it be trusted with more, and its per-check decomposition names the next environment investment. In the worked quarter one support-ticket check (KB linking) drives most interventions; hardening that single check moves the whole company trajectory.
- Cost per quirq, by unit type, prices each category against its human baseline: a contract review at c_q = 0.13 against a paralegal-hour baseline is a decision, not a vibe.
The buyer's read of the ledger. The seller's read is next: pricing agents as a builder.
Adapted from the XO research program · canonical version at docs.xo.builders
