Consumers / Contributors
Submit receipts you are authorized to share, review uncertain details and collect contribution points. Track status and ledger entries in your workspace. Participation does not require buying tokens or transferring funds.
Brands / Business teams
Explore category composition and spending within an authorized dataset, using AI summaries to frame research questions. Cross-brand comparisons and finer analysis require sufficient coverage and dedicated products and remain future directions.
Researchers / Data users
Consultancies, data companies and new market entrants are prospective users. Future research may focus on defined categories, time windows and sample boundaries. There is currently no open data marketplace or self-service download of raw consumer records.
Network operations / Data processing
Operators maintain campaign parameters, review disputed records, handle duplicates and failures, and create settlement snapshots. AI and infrastructure providers are technical dependencies, not implied investors or ecosystem partners.
Future builders / Integrators
Research tools, authorized APIs and community campaigns are possible extensions. Developer APIs, third-party nodes and DAO voting are not currently available. Participants and integration arrangements will be announced once confirmed.
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