---
id: "framework-cmo-compensation"
type: "framework"
source_timestamps: ["§ The Music Industry Precedent"]
tags: ["compensation-model", "market-design", "policy-framework"]
related: ["concept-scaling-laws-valuation", "concept-data-mixture-weights", "concept-collective-management-organizations", "concept-per-model-operating-profit", "entity-metr", "action-use-mixture-weights", "action-establish-ai-cmos", "action-base-pay-on-operating-profit"]
steps: ["\\\"Determine the total payment: Set the total payment pool as a percentage of the model's operating profit", "anchored to the data-value share implied by scaling laws (verified by independent bodies like METR).\\\"", "Divide the pie: Allocate the total payment pool across different data sources using the mixing weights reported by model builders during training.", "\\\"Distribute the payments: Use Collective Management Organizations (CMOs) to distribute funds to creators and their representatives", "potentially evolving into equity stakes and control rights.\\\""]
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"
---
# The 3-Step Data Compensation Framework

## Overview

A three-step framework for a sustainable AI-training-data market, modeled on the music industry's performance-rights organizations ([[entity-ascap|ASCAP]] / [[entity-bmi|BMI]]).

## Step 1 — Determine the total payment

Use independent evaluation bodies (like [[entity-metr|METR]]) and [[concept-scaling-laws-valuation|scaling laws]] to determine the total share of a model's value derived from data — anchored to the [[claim-data-value-percentage|20–50% range]] — and apply it to the model's [[concept-per-model-operating-profit|operating profit]] to create a total payment pool.

## Step 2 — Divide the pie

Use the builder's proprietary [[concept-data-mixture-weights]] to split that pool among categories of data (news, code, books), so compensation matches the actual performance value each category provided. Operationalized in [[action-use-mixture-weights]].

## Step 3 — Distribute the payments

A [[concept-collective-management-organizations|Collective Management Organization (CMO)]] distributes funds to creators, publishers, and guilds — see [[action-establish-ai-cmos]]. Over time, cash payments could evolve into **literal equity stakes** in the models, granting data creators **control rights** over model behavior.

## Financial base

All three steps sit on top of [[concept-per-model-operating-profit]] rather than gross revenue ([[claim-revenue-distorts-pricing]]) — enacted via [[action-base-pay-on-operating-profit]].

## Open questions

- Intra-category distribution: [[question-intra-category-distribution]]
- Verifying proprietary weights: [[question-weight-verification]]