Futurum survey finds buyers still prefer per-seat pricing for separately billed generative AI

Futurum · 17 August 2026

Among buyers surveyed by Futurum, per-seat pricing was selected by 12.6% for core software. Among buyers whose vendors charge separately for generative AI functionality, per-seat pricing ranked first at 42.3%, ahead of consumption at 36.6% and outcomes at 21.1%.

This is the observable fact the cited source supports, stated without interpretation.

Tests whether buyers move consistently away from access-based pricing as autonomous capability expands, or whether uncertainty can preserve seat pricing in some categories.

Value moves from access to outcomes

This is a meaningful boundary condition for Law 2. Buyers can reject seat pricing for established core software while preferring the predictability of a seat-based line item for a newer AI cost category. It suggests that budget certainty and cost volatility can preserve access-based pricing even as autonomous capability expands.

The same buyers express different commercial preferences for core software and AI. That makes the observation more useful than a simple vendor pricing example, because it shows that the commercial unit can depend on the risk characteristics of the category as well as on the underlying technical capability.

This is the framework's reading of the fact above. The source does not endorse it and is not cited as doing so.

early signalanticipated boundary

Buyer preference for predictable per-seat AI pricing is a current persistence signal. The paper allows access-based models to persist, so the longer-term question is whether access remains as defensible a basis for value as autonomous activity becomes commercially meaningful.

Current evidence is recorded immediately. The paper's longer empirical horizon determines when persistence becomes a stronger framework-level test.

This is a stated-preference survey and does not record transactions. Non-seat models still account for 57.7% of AI-specific preferences combined, and the result may reflect temporary uncertainty over AI cost instead of durable access-based economics.

Recorded for every observation assessed at strength 4 or 5. A record that cannot state the strongest competing reading of its own evidence is not published.

What would strengthen this evidence

Transaction-level evidence showing that per-seat AI pricing remains preferred and commercially durable as usage becomes predictable and agent volumes scale.

What would weaken or falsify this interpretation

A sustained move towards consumption, action or outcome pricing once buyers gain better cost visibility, or evidence that per-seat preference does not translate into actual contracts.

Futurum
The Pricing Split: Why Core Software and AI Can't Share One Commercial Model
Institutional researchPublished 17 August 2026Last verified 1 November 2026

Where several outlets report the same development, they are recorded as additional sources on this one observation and are not counted as separate evidence.