Video as a
Data Type
A reference architecture for AI-era media
Andy Beach · Chief Alchemist, Alchemy Creations · Author of Engines of Change
Video is becoming a data type.
address · query · permission · settle · attribute
MXF · IMF · timed metadata
The operations are not new.
Where they live is.
Properties of the system become attributes of the object.
Video is becoming a data type.
context · rights · lineage
camera
edit
distribution
archive
audience
Today, that is a design requirement, not a description.
make
move
mean
Where the work happens. Where the tools live.
The tools are the weather.
Distributionthe pipe
Discoverythe algorithm
Meaningnow
The fight has moved.
tools turn over
make
move
mean
the seam
value stays put
The studios just agreed with this slide.
MovieLabs Creative Vocabulary, published July 2026
movielabs.com/news/movielabs-announces-the-movielabs-creative-vocabulary
Creative intent “slow push-in, golden hour” Controlled vocabulary Model A Model B Model C
what shipped
A controlled vocabulary of creative terms, cinematography first, machine readable, openly licensed.
why it exists
Built so creative intent survives translation across tools and AI models.
what it proves
The industry is standardizing the semantics layer while models commoditize.
Language as infrastructure. The substrate thesis, shipped by the studios’ own JV.
the model curve
tokens, reasoning steps, context windows, agent invocations
the substrate
 
Concentrated suppliers. Commodity input.
Both are true.
What matters to an operator is substitutability.

Gracenote

outlived every player generation, sold for nine figures more than once

Content ID

has routed billions, and no one routes around it

Neither is a model. Both are substrate.
make
move
mean
Rights and policy
Context and asset memory
Usage and settlement
Routing and distribution
Transport
Representation and machine access
identity
data
The substrate travels with the media object.They ride with it.
where the value pools
persists more than it accumulates
Roughly seventy tiles. Five clusters make it navigable.
The fights are already underway.

C2PA · MovieLabs

provenance and trust

SAG‑AFTRA

identity, consent, payment

The carriage tier

transport and routing

The data layer

training and attribution

The platforms already run private versions of this stack.
Neutral or captured. That is the fight.
Operator: a capability map
Vendor: a positioning map
Strategist: a power map
The next decade of media operations will be conducted in the substrate.
Get the Reader’s Guide.
andybea.ch/reference-architecture