tech_data · EU AI Act Article 10 · FTC AI guidance · ISO 42001
Model Collapse / Verified Data
Model collapse from synthetic data — prove training data provenance or copyright defeat
—EU AI Act Art 10 training data governance
Regulatory exposure — commonly overlooked:
Model trained on AI-generated data — vendor owns collapse risk, deployer owns downstream harm. · Multinationals built for one jurisdiction fail exams in another — one receipt architecture, many filing packs.
TAM / Exposure
Foundation model training · copyright litigation $10B+ exposure
Insurance lines
IP defense · E&O · D&O
Exhibit authority
Global External Validation — Training Data Provenance + Collapse Detection Pack
Global leaders
OpenAI · Anthropic · EU Commission · NYT v OpenAI · Authors Guild · ISO · NIST · OECD
NYT litigation
Prove what data model saw — receipt at training decision point.
Art 10 EU
Training data governance mandatory — provenance receipt satisfies documentation.
Quality degradation
Collapse detection requires baseline receipt — compare model version decisions.