Independent forensic research documenting the data practices of generative AI platforms.
HAR capture analysis reveals 2,149 requests in 17 minutes — actual payloads showing user IDs, clip IDs, and creative process data sent to 15+ trackers.
Comparative HAR analysis of four major creative AI platforms. Suno's 62.2% POST ratio and 24 trackers dwarf the competition. Same engine, same methodology, devastating results.
Dark Tetrad personality, zero-sum thinking, hostile architecture, and moral disengagement — the psychology behind platforms that punish their own users. 42 academic citations.
Suno's tracking infrastructure prioritizes re-establishing connections continuously, resulting in extreme system degradation when blocked.
Complete forensic inventory of 71+ undisclosed tracking scripts, session replay, and CPU mining.
How Suno uses gambling-derived mechanics — variable reward architecture, near-miss effects, inference inflation — to drive compulsive engagement.
How Suno's "Interactive Chat Information" update harvests creative inputs for model training.
Behavioral risk assessment for professional musicians and commercial creators on AI platforms.
Forensic dissection of Suno's February 2026 privacy policy update under CT SB 1295.
Data portability, right to deletion, and independent forensic auditing across all AI music platforms.