LicenseDesk
A dashboard for independent writers, course creators, illustrators, and photographers that fingerprints their published work, detects when an AI model has likely learned from it, and negotiates licensing or compensation with AI labs on the creator's behalf.
indie authors, course creators, illustrators, photographers, and freelance writers whose work is being ingested by AI without permission
- Invisible style/content fingerprinting that loads when you upload to your own site, marketplaces, or stock libraries
- 'Suspected model' matcher — paste any LLM output and the tool tells you which of your works most likely influenced it
- Pre-built licensing offer templates plus a marketplace where AI labs can transparently buy a creator's corpus
- Royalty calculator and payout tracker if you opt into an approved training pool, with monthly statements
The source article frames the AI-vs-creator issue as accelerating; AutoMapper, MediatTailwind-style shifts show docs and reference material are already being undercut, and creative content is the next domain where the same collapse happens.
Authors Guild and AI Rights Project are actively publishing opt-out guidance for indie creators, and AiCopyright/Vermill markets exist, showing real creator anxiety and emerging paid services.Practical Tips for Authors to Protect Their Works from AI Use ↗AI Licensing in 2025: Key Trends Every IP Holder Should Know ↗
Competitive landscape already populated: Have I Been Trained (Spawning), Glaze/Nightshade, AiCopyright, CCC licensing, Vermill, and tracking sites like llmpulse.ai — the detection-plus-action niche for individual creators is partially served.Is your art in AI's hands? Have I Been Trained reveals the truth ↗Every AI Content Licensing Deal, Mapped (2023-2026) ↗
Existing alternatives for creators (Have I Been Trained, Glaze/Nightshade) are free/open-source; AI labs only do bilateral deals with large rights holders (News Corp, Reddit) and won't negotiate with individual freelancers, leaving little willingness-to-pay surface.How AI Licensing Deals Determine Search Visibility in 2025 ↗Is your art in AI's hands? Have I Been Trained reveals the truth ↗
AI training data disputes are entrenched and intensifying — EU AI Act, ongoing class actions, and a maturing licensing market indicate this problem persists for years.Report on Copyright and Artificial Intelligence - GOV.UK ↗
Detecting whether a specific work was actually learned by a model is an open research problem (no public model internals); 'negotiating' with AI labs on behalf of individuals has no realistic leverage and AI labs do not accept indie-creator counterparty demands.Practical Tips for Authors to Protect Their Works from AI Use ↗