Rights and licensing
Confirm who owns data, model outputs, training rights and downstream commercial use.
Data economy
Compare AI data marketplaces, model marketplaces, IP licensing, provenance and data-monetization infrastructure for AI builders and digital asset teams.
Buyer checklist
Use this page as a category shortlist. Vendor fit is based on public product positioning and buyer relevance, not a FluidRWA endorsement.
Confirm who owns data, model outputs, training rights and downstream commercial use.
Review whether data can be queried, computed over, tokenized or licensed without raw-data leakage.
Prioritize provenance, contribution tracking and royalty distribution for creator or dataset ecosystems.
Directory
Shortlist AI infrastructure by workflow, governance requirements, data sensitivity and integration complexity.
01 / Data marketplace
Best forTeams monetizing proprietary datasets or enabling compute-to-data workflows.
Ocean Protocol is relevant for data access, tokenized licensing and privacy-aware computation.
02 / Programmable IP
Best forCreators, data owners and AI teams managing IP licensing and provenance.
Story Protocol fits AI training data, IP attribution and programmable licensing workflows.
03 / Open AI models
Best forModel creators and AI communities coordinating open-source model ownership and monetization.
Sentient is relevant for model attribution, rewards and open AI contribution markets.
04 / AI data network
Best forTeams building with contributor-owned data, models and AI asset provenance.
Sahara AI fits decentralized AI data, model ownership and contribution-tracking use cases.
05 / User-owned data
Best forApplications letting users control and monetize personal data for AI.
Vana is relevant for user-owned datasets, data DAOs and privacy-preserving AI data workflows.
06 / Web data network
Best forAI builders sourcing and verifying web data through decentralized infrastructure.
Grass fits data collection, web intelligence and AI training-data network use cases.
07 / AI data network
Best forBuilders needing permissioned user data and decentralized data contributions.
Masa is relevant for user-permissioned data, identity-linked datasets and AI data marketplaces.
08 / Data storage
Best forTeams storing, preserving and proving availability of AI datasets and model assets.
Filecoin is relevant for decentralized storage, archival data and AI dataset infrastructure.