By Gregory A. Catsaros
CEO, The Magazine Coalition
Access alone doesn’t create a market. Structure is what makes AI content licensing work at scale.
AI licensing conversations have largely centered on access.
Who has content.
Who can license it.
Who is willing to pay for it.
Access alone does not create a market.
Markets form when transactions become repeatable, predictable, and scalable. That requires structure.
Today, that structure does not fully exist.
The underlying components exist, but they are not yet aligned.
Even when content is available at scale, the conditions required for a functioning market are not yet in place.
Progress has been inconsistent.
Not because demand is missing.
Not because content is lacking.
But because the market has not yet reached the point where it can clear.
What Market Clearing Requires
A licensing market clears when buyers and sellers can transact efficiently at scale.
For AI companies, that means:
- consistent access to high-quality content
- clearly defined and reliable rights
- the ability to license across datasets, not individual assets
For publishers, it means:
- participation without negotiating every transaction individually
- clarity on how content is used
- visibility into how value is created
Without these conditions, transactions remain slow, bespoke, and difficult to scale.
From Transactions to Markets
Individual deals will continue. But markets are not built on one-off agreements.
They are built on:
- standardization
- consistency
- repeatability
When rights are structured in a way that allows content to be used reliably across datasets, licensing begins to shift.
From:
- isolated agreements
- inconsistent terms
- manual processes
To:
- structured access
- defined permissions
- scalable licensing models
This is the transition from transactions to markets.
What Changes When Markets Clear
When structure is introduced, the dynamics begin to shift.
Access becomes predictable.
Rights become usable.
Transactions become repeatable.
Pricing begins to stabilize.
Participation expands.
Markets begin to form.
The conversation is moving beyond access.
Toward:
- how rights are structured
- how content is made usable
- how transactions scale
That is when AI content licensing markets begin to function as markets.
About the Author
Gregory Catsaros is CEO of The Magazine Coalition, an initiative advancing copyright enforcement and collective licensing in the AI era. With decades of experience in media and publishing, Gregory’s work centers on helping publishers organize their rights and content to support enforcement and emerging AI licensing markets.
If you’re exploring how content, rights, and AI systems intersect, request a partnership discussion
