---
id: "concept-per-model-operating-profit"
type: "concept"
source_timestamps: ["§ Ask the Bot"]
tags: ["financial-metrics", "revenue-sharing", "ai-economics"]
related: ["framework-cmo-compensation", "claim-revenue-distorts-pricing", "action-base-pay-on-operating-profit"]
definition: "The profit generated by a specific AI model minus the variable costs of serving and post-training it, proposed as the ideal financial base for compensating data creators."
sources: ["tail1"]
sourceVaultSlug: "hbr-seg-tail1"
originDay: 1
articleStem: "hbr-tail-109-ai-pay-fair-rates-content"
sourceUrl: "https://hbr.org/2026/06/how-ai-companies-can-pay-fair-rates-for-the-content-they-need"
sourceTitle: "How AI Companies Can Pay Fair Rates for the Content They Need"
---
# Per-Model Operating Profit

## Definition

Per-model operating profit is the profit generated over the **variable cost** of serving a specific model, including post-training costs. It is the authors' proposed financial base for compensating data creators.

## Why not the alternatives

The authors explicitly reject two other bases:

- **Top-line revenue** — flawed because it ignores the massive computational costs of running models, which would distort pricing and unfairly penalize open-source / open-weight competitors. See [[claim-revenue-distorts-pricing]].
- **Overall corporate equity** — too broad, capturing value from unrelated business units (e.g., Google's search ads or X's social network).

## The Hollywood analogy

Per-model operating profit mirrors the **Hollywood model**, where creative contributors receive a share of a *specific film's* profits — sharing both the upside and the **risk** of the specific asset their data helped build. This becomes the multiplicand for **Step 1** of the [[framework-cmo-compensation]] and the target of [[action-base-pay-on-operating-profit]].

## Caveat

**Enrichment caveat:** the critique of revenue in favor of operating profit is economically sound, but the reviewed literature does not establish operating profit as the *only* or *best* mechanism — only that any sound design must reckon with compute costs and bargaining power.