Scale of tools: protecting AI training data

Move the slider on each row to place a scenario on each factor. The combined slider at the bottom follows automatically and shows which tool on the range fits best. Or pick an example case to see the sliders move.

AI
Training Data
PROTECTION
INTERMEDIATE
ACCESS
Exclusive Rights
Responsibilities / liabilities
User Rights
Range of Tools
Opt-out &
commercial
licensing
Compulsory licensing
to assist developers
Statutory remuneration
to protect creators
Exceptions
e.g. Fair Use
or TDM exceptions
Purpose of AI Application
commercialpublic interest
entertainmentresearch
AI Developer Seeking Access
for profit AIaccountable / accessible
Big TechPublic AI body
Work to be Used in AI Training
licenses availablepublicly funded
sacred TKmusic, artscience
Substitution effect of AI Application
market dilutionmarket addition
reproduction / mimickingtransformation
Combined position
more protectionmore access

Illustrative only. The combined position is the simple average of the four factors; the thin white marks on the combined arrow show where each factor sits.

Centre on Knowledge Governance 2026
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