---
id: "concept-collective-management-organizations"
type: "concept"
source_timestamps: ["¶6", "§ The Music Industry Precedent", "§ A Sustainable Future"]
tags: ["institutions", "copyright-law", "collective-bargaining"]
related: ["framework-cmo-compensation", "entity-ascap", "entity-bmi", "action-establish-ai-cmos", "question-intra-category-distribution", "concept-data-mixture-weights"]
definition: "Institutions that issue blanket licenses, collect payments, and distribute royalties to individual creators, proposed as the infrastructure for an AI training data market."
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"
---
# Collective Management Organizations (CMOs) for AI Data

## Definition

Collective Management Organizations (CMOs) are institutions that administer licensing and payments for large groups of individual contributors, solving the **transaction-cost problem** of micro-licensing.

## The music-industry precedent

The authors point to the music industry's creation of [[entity-ascap|ASCAP]] and [[entity-bmi|BMI]] over a century ago — institutions built to collect royalties from gramophones and radio stations — as the exact precedent needed for AI data.

## Function in the AI context

A CMO for AI data would:
1. Issue **blanket licenses** to model builders;
2. Collect a percentage of the model's [[concept-per-model-operating-profit|operating profit]];
3. Distribute funds to publishers, platforms, guilds, and individual creators based on usage data derived from [[concept-data-mixture-weights]].

This is **Step 3** of the [[framework-cmo-compensation]] and the object of [[action-establish-ai-cmos]]. The authors note this infrastructure is already being *suggested* by the European Parliament and the White House.

## Caveats

- Intra-category distribution is unresolved — see [[question-intra-category-distribution]].
- **Enrichment caveat:** the claim that the EU Parliament and White House have *suggested* AI CMOs is a proposal/analogy, **not** evidence of generalized official adoption. Critics also warn CMOs can become bureaucratic, opaque, or captured by incumbents — music-industry payout formulas are frequently disputed, and web text, code, images, and video may be even harder to administer.