Founder's Note · No. 08
Founder's Note · No. 08 · August 2026
MADE CX · CPRS Series · The AI Training Dataset Market

$CULTURE:
The unpriced dataset

A $16.3B market, and no chain of title.

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Photo: Christina @ wocintechchat.com / Unsplash

The corpus is being bought.
The culture is not being sold.

The scraping era ended because supply ran short, not because a court closed it.

What replaces it is licensed, non-public, and sold as rights-cleared — the least examined phrase in this market. Every seller in it is an intermediary, not a culture.

The thesis in one line

A license proves somebody signed. Clearance proves the signer had the right to. The AI training data market has been buying the first and calling it the second.

There is a rate card now.
Culture isn't on it.

High-quality public text is projected to be effectively exhausted for training between 2026 and 2032. That constraint — not conscience — is what created a market for consent.

$16.3B
Projected AI training dataset market by 20331
22.6%
Annual growth rate from 20261
41.9%
Image & video share of 2025 dataset revenue1
$0.00
Disclosed cultural-origin premium in any AI licensing deal to date8
SellerBuyerReported valueWhat was actually sold
News CorpOpenAI$250M over 5 yearsFive years of renewable access — training plus display, not a corpus handover
RedditGoogle, OpenAI$203M aggregate contract value at IPOOther people's posts, training plus grounding
ShutterstockOpenAI, Meta, Google, Amazon, Apple$104M AI licensing revenue in 2023 aloneContributor images, video, audio, 3D
The New York TimesAmazon$20–25M per yearArchive plus real-time answers
Financial TimesOpenAI$5–10M per yearArchive plus attributed display
Museums, archives, community collections$0.00Not registered. Not titled. Not offered.
← Swipe table →

Reported figures per sources 1–2. Most contracts are private; treat any total as a floor. Final row is a MADE CX observation, not a reported transaction.

A signature at the top of the chain
does not clear the bottom of it.

Warner, Universal and BMG converted music suits into licenses.3 Valid — and incomplete: in June the musicians' union sued both labels for licensing members' recordings without paying the performers.4

Every settlement terminates at the intermediary, the only party the contract can see.

A dataset is only as cleared as its weakest link in the chain of title — and most cultural chains were never written down.

Founder's Note No. 08

The strongest remedy copyright has,
and its exact limit.

On 17 August 2026 Round Hill Music sued Suno and Anthropic in the Northern District of California, seeking up to $150,000 per willfully infringed work — each case potentially approaching or exceeding $1 billion — and stated it does not intend to settle.

I want it to succeed. But look at the shape: statutory damages, retrospective, on works a plaintiff can name and own. Round Hill controls 31,237 works; each complaint attaches 500.5

The benchmark is set. Anthropic's authors' settlement — the largest in U.S. history — resolved to roughly $3,000 per book. Once, for material already ingested.6

Jun 2024
RIAA and the majors sue Suno and Udio
Sony, Universal and Warner allege training on copyrighted recordings without permission. Suno's filings later describe its training data as essentially all music of reasonable quality accessible on the open internet.
Conflict
Oct–Nov 2025
Suits convert into licenses
Universal settles with Udio; Warner settles with Udio and then Suno. Terms move toward requiring licenses for training material, with opt-in and opt-out mechanics for artists.
Permission Priced
Jun 2026
AFM sues Universal and Warner
The musicians' union alleges the labels licensed members' recordings for AI without compensating or crediting the performers. Both labels move to dismiss, arguing AI compensation falls outside the existing labor agreement.
Chain Breaks
Jul 2026
Anthropic authors' settlement finalized · Munich rules against Suno
A $1.5B class settlement receives final approval — roughly $3,000 per book across about 500,000 works. Days later the Munich Regional Court finds for GEMA against Suno and orders revenue disclosure.
Breach Priced
17 Aug 2026
Round Hill v. Suno · Round Hill v. Anthropic
Copyright and DMCA claims, jury demanded, counsel chosen as a trial lawyer rather than a settlement negotiator. Up to $150,000 per willfully infringed work, with an intent to amend to ten thousand or more works.
Enforcement
Read the number carefully

$3,000 per book is not a price. It is a settlement of a breach.

It arrives once, after ingestion, for a work already inside the weights. It creates no title, establishes no rate, and generates no second payment when the model earns for the next decade. A meter would have. Per-work settlement figure per source 6; the characterization is a MADE CX assessment.

You can sue over the record.
You cannot sue over the form.

Round Hill can sue over the works it owns, not over what they are made of. Blues structure, gospel cadence, the grammar a model reaches for to sound authentic — no registration, no plaintiff, no price.

That is the actual asset: consumed at industrial scale, invisible to the enforcement in use.

Layer 01
The recording
Registered, owned, litigable. A label or publisher can name it, prove it, and sue.
Priced
Layer 02
The catalog
Aggregated at the intermediary. Licensable in bulk — which is exactly what converted the lawsuits into deals.
Priced
Layer 03
The performance
The players on the session. Contested right now, in court, by the union — because the license above them never reached them.
Contested
Layer 04
The form
Genre, cadence, technique, dialect — the transmitted grammar that makes the output legible as culture at all.
$0.00

$CULTURE is the only corpus
that carries a chain of transmission.

$CULTURE is the dataset copyright cannot describe: not a work but a lineage — which tradition, from whom, through which generation.

Chain of transmission is what a buyer needs for indemnity and a model for attribution — and scraped data cannot supply it. A community holds it; an intermediary does not.

01BCID

The Blackchain Creative Identifier titles the asset. A work, a form, a mark, or a lineage receives a persistent identifier and a chain of record.

FUNCTION · TITLE
02Cultural Use License

A standardized, priced, metered permission instrument. Scoped by use class, term-limited, auditable, and revocable on breach.

FUNCTION · PRICE & METER
03Public Ledger

Thirteen sovereign registries across six chambers hold the record. Registration is what converts a claim into a searchable, provable asset.

FUNCTION · PROVENANCE
04Custodian Services

Custody, settlement, and distribution to the originator of record — so payment reaches the bottom of the chain, not just the top.

FUNCTION · SETTLEMENT

An archive is not a corpus.
It is a recurring line.

Museums and archives are being approached as image suppliers with a catalog to hand over. They are not image suppliers, and the market they are being invited into stopped working that way two years ago.

The repricing already happened. News Corp did not sell OpenAI an archive; it sold five years of renewable access.2 Corpus sales gave way to licensed feeds.

Disclosed archive deals clear in the millions to tens of millions per annum with no cultural-origin premium. Lineage-documented archives should clear above that band.

The rule

A Black cultural archive should never be sold as a corpus.

A corpus is delivered once and priced once. Whatever it earns for the next decade, it earns for somebody else. A feed is termed, metered, audited, and repriced at every renewal — and it is the only structure under which the archive is still yours the morning after the deal closes. The corpus-versus-feed framing is a MADE CX assessment; the deal structures behind it are reported at source 2.

01
Registered scale
Titled units, not raw file count. An unregistered file has no price because it has no seller of record.
02
Non-substitutability
Can the buyer obtain this signal anywhere else? A regional dialect archive or a closed community collection has no substitute; generic stock has thousands.
03
Provenance depth
How many links of the chain are documented, and how far back. This is the premium, and it is the only input a scraper cannot replicate.
04
Use class
Training, grounding, display and in-style generation are four different products. Selling them as one is how archives get underpaid.
05
Term structure
Never a one-time corpus sale. Renewable term, audit right, and repricing at expiry — the structure the large publisher archives negotiated, and the one museums are not currently being offered.
CUL classWhat the buyer getsPricing basisReversibility
Class 01 · TrainCorpus ingested into model weightsPer registered unit, term-bounded, priced at ceilingNone once trained — price accordingly
Class 02 · GroundRetrieval at inference timeMetered per callRevocable
Class 03 · DisplaySurfaced in output with attributionMetered, plus enforceable credit obligationRevocable
Class 04 · In-StyleOutput generated in the registered form or genreRoyalty on output revenue, not a flat feeRevocable
← Swipe table →

CUL class structure and pricing bases are the MADE CX framework, not observed market rates. Comparable per-annum archive figures are reported at sources 1–2.

One prices the breach.
The other prices the asset.

This is not either/or. Round Hill's suit is a legitimate and necessary enforcement of a right that exists. The point is what that mechanism structurally cannot do — and what has to exist before the next corpus is contracted.

Litigation (the Round Hill model)CPRS enforcement
When it actsAfter ingestionBefore ingestion
What you must proveOwnership, access, copying, willfulnessThat you registered
CoverageRegistered works only — 500 bellwether exhibits at a timeWorks, forms, marks, and lineage
TimelineYears to trial; outcome uncertainAt the point of license
RemedyStatutory damages up to $150,000 per willful work, or settlementPriced CUL, audit right, revocation on breach
Payment shapeOne-time, retrospectiveRecurring, metered, forward-looking
Who receives itThe rights holder of record — the intermediaryThe originator of record, through custodian settlement
Cost to pursueTrial risk, contingency, counselRegistration and metering fees
What it leaves behindA judgmentA title, a rate, and a record
← Swipe table →

Litigation column reflects the claims and remedies described in source 5. CPRS column describes MADE CX instruments in operation today.

Litigation asks you to prove you were robbed. A registry asks only that you wrote down what was yours.

Founder's Note No. 08

Three parties, one window.

The corpus of the next decade is being contracted this quarter. Everything below is available today, under instruments that are already live.

Party 01
Culture Makers
In a settlement you are a class member with a per-unit share someone else negotiated. Under a Cultural Use License you are a counterparty with a rate. Register the work, register the form, and become visible to the contract.
Register → BCID
Party 02
Museums & Archives
You hold what this market is paying for and cannot manufacture: documented provenance. Do not sell it as pixels at a per-image rate. Title it, class it, meter it, and keep the right to revoke.
Title → Class → Meter
Party 03
AI Developers
You are already paying for permission and still carrying the liability, because permission from the wrong party is not clearance. A registered, provenance-clean corpus is the cheapest indemnity available.
Buy certainty
Doesn't a settlement already compensate the creators?

It compensates the rights holder of record. That is often not the person who made the thing. The AFM suit exists precisely because a valid label license did not reach the musicians on the recordings, and the labels' response was that AI compensation falls outside the existing agreement.4

A settlement is a payment. A registry is a plumbing change.

Can you price something copyright doesn't recognize?

Markets price unregistered things every day once someone builds the registry. Land was priced before title existed; title made it bankable. Domain names, carbon, spectrum — none had a price until a register, a class system, and a clearing mechanism existed.

CPRS is not a claim against copyright. It is a voluntary, contractual layer that sits alongside it and covers what copyright's subject matter was never built to hold.

Why would a buyer pay for something they can take?

Because they demonstrably already do. The entire licensing wave of 2023–2026 is buyers paying for material they had previously taken, at rates that ran into the hundreds of millions.2 What moved them was not ethics; it was litigation exposure, supply scarcity, and the operational value of clean provenance.

All three of those pressures point the same direction, and all three are getting stronger.

Clear to the origin,
not just to the catalog.

Litigation will recover some of what was taken. But a judgment is not a title, and a settlement is not a rate.

License, don't ingest — that argument is won. The next one is open, and it will not stay open long.

Yours in the interest of the race,

Tommy Johnson
Founder & CEO · MADE CX
Making Culture Bankable.
Cultural Property Rights Standard
Register the asset before the corpus closes.

Thirteen sovereign registries across six chambers, where $CULTURE is titled, priced, and metered as financial-grade property. Operating today.

Where every number came from.

Reported figures are cited to their source. Where a figure is a MADE CX framework, computation, or assessment rather than a reported market number, it is labeled as such.

01AI training dataset market sizing. Projected $16.3B by 2033 at 22.6% annual growth from 2026; image and video the largest segment at 41.9% of 2025 revenue; North America 35.1% of global revenue in 2025 (Grand View Research, as compiled). Epoch AI projection that high-quality public text could be effectively exhausted for training between 2026 and 2032. — Troveo, "AI Training Data Statistics 2026: 30+ Key Figures" (supplied source document)
02Disclosed licensing deal values. News Corp–OpenAI reported at more than $250M over five years (May 2024); Reddit disclosing roughly $203M aggregate data-licensing contract value at IPO, with Google reported at ~$60M/yr and OpenAI at ~$70M/yr; Shutterstock reporting $104M of AI licensing revenue in 2023 across all buyers; Amazon–New York Times reported at $20–25M/yr; OpenAI–Financial Times reported at $5–10M/yr; Perplexity's $42.5M publisher revenue-share pool. Most contracts are private; reported totals are a floor. The compiled record also shows the market splitting into training licenses versus display and grounding licenses — including real-time feed arrangements such as Mistral–AFP, which licenses a live wire plus archive back to 1983 as a grounding module rather than a training corpus. The characterization of this shift as a move from static asset sales to recurring revenue is a MADE CX reading of that record, not a claim made by the sources.LLM Pulse, "Every AI Content Licensing Deal, Mapped (2023–2026)" (supplied source document); Troveo (source 01)
03Music suits converting to licenses. Universal settled with Udio in October 2025; Warner Music settled with Udio and then Suno in November 2025; Sony's actions remained ongoing. Deals move toward requiring licenses for training material, with Universal offering artists an AI training opt-in/opt-out. BMG licensed Suno on 12 August 2026. The Munich Regional Court ruled against Suno on 31 July 2026 in the GEMA action, ordering revenue disclosure and damages to be set; that first-instance judgment is not final. — NPR, Planet Money, "The grueling fight over who profits from AI music"; Music Business Worldwide (supplied source documents)
04American Federation of Musicians v. Universal and Warner, June 2026. The union alleges the labels licensed recordings made by its members for AI use without compensating or crediting those musicians. Both labels have moved to dismiss, arguing AI compensation is not covered by the existing Sound Recording Labor Agreement. — NPR, Planet Money (supplied source document)
05Round Hill Music v. Suno; Round Hill Music v. Anthropic, filed 17 August 2026, US District Court for the Northern District of California. Statutory damages sought of up to $150,000 per willfully infringed work; Round Hill states each case could run into hundreds of millions and potentially approach or exceed $1 billion. Plaintiffs own or control 14,364 musical compositions and 16,873 sound recordings; each complaint attaches an exhibit of 500 compositions as a prioritized representative bellwether, with stated intent to amend to ten thousand or more works. Claims include direct infringement under the Copyright Act plus circumvention and copyright-management-information removal under the DMCA. Both complaints demand a jury trial; Round Hill states it does not intend to settle. The Suno complaint additionally names Bright Data Ltd. and Bright Data, Inc. on a contributory theory. — Music Business Worldwide, "Round Hill is suing Suno and Anthropic for up to $1B apiece. It isn't looking to settle." (supplied source document)
06Anthropic authors' class settlement. $1.5B, described as the largest copyright settlement in United States history, receiving final court approval in July 2026, working out to roughly $3,000 per book across approximately 500,000 covered works. Anthropic has not signed publisher licensing deals, opting for settlement instead. The characterization of $3,000 as a breach settlement rather than a price is a MADE CX assessment. — Troveo (source 01); LLM Pulse (source 02)
07Suno training-data description. Suno acknowledged in court filings that its training data included essentially all music files of reasonable quality accessible on the open internet, combined with other available data. — NPR, Planet Money; Music Business Worldwide (supplied source documents)
08The $0.00 cultural-origin premium. This is a MADE CX assessment, not a reported metric. Across the deals compiled in sources 01–03, no publicly disclosed agreement identifies a separate line item, rate, or revenue share attributable to cultural origin, lineage, or community provenance as distinct from the rights holder's catalog interest. Absence of disclosure is not proof of absence; the assessment is offered as an analytical claim about the public record.
09CPRS instruments. BCID (Blackchain Creative Identifier), the Cultural Use License, the Public Ledger of thirteen sovereign registries, the six chambers, and Custodian Services are MADE CX instruments in operation today. The CUL class structure and pricing bases in Section 06 are a MADE CX framework, not observed market rates. Drawn from the MADE CX white paper series: Industrialization of Creativity — CPRS White Paper, The Pavilion of Culture Economy, The Culture Price Sheet, and Culture as Collateral.
10Hero photograph. Christina @ wocintechchat.com, via Unsplash. Used illustratively under the Unsplash license. The image is not a MADE CX registered asset; its presence here is itself an instance of the licensing regime this note describes.
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