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Topic · AI cost and unit economics

The money question for operators — AI bookkeeping, VAT and tax treatment, break-even seat math, and when AI stops paying back.

Pillar status. Spoke articles and tracked claims below are populated automatically. Editorial framing for this pillar is queued for the next quarterly refresh.

What survives review

No tracked claims in this topic are currently at Holding. See "What has broken" below for claims that are Partial or retired.

What has broken

Nothing has moved to Partial or been retired in this topic yet.

Spoke articles

No spoke articles published in this topic yet. This pillar is newly scaffolded — first piece in the queue.

What we're watching next

Forthcoming content and open questions for this pillar will appear here on the next quarterly refresh.

Primary sources we trust for this topic

A curated list of primary research, regulator guidance, and vendor documentation for ai cost and unit economics. Populated on the quarterly refresh — not a link dump, not competitors.


This pillar page is refreshed quarterly. Last refresh: 19 Apr 2026. Next refresh: 18 Jul 2026.

Vigil · 44 reviewed