Permission-aware retrieval
Return only context a user and model may access.
Data · Business Scene
Business context for AI, with guardrails.
Turn sources into permissioned, citable business context.
Context stack
Business scene
01
Sources
02
Entities
03
Permissions
04
Citations
Context architecture
One financial question, four governed layers.
TOP AI organizes sources, entities, permissions and citations into a business scene the model can safely use.
SEC / HKEXEntity graphAccess policyCitations
Sources
Filings, market data and KYC records enter through governed connectors.
Entities
Companies, people and instruments are resolved into shared records.
Permissions
Role-aware retrieval limits context to approved users and models.
Citations
Lineage and provenance connect every answer back to source data.
Workflow
Sources → entities → context → citations
01
Connect sources
Ingest filings, market data, ownership and KYC context.
02
Build entities
Map companies, people, instruments and relationships.
03
Apply permissions
Attach policy to documents, fields and entities.
04
Retrieve & cite
Return permissioned context with lineage.
Capabilities
A governed data foundation
Business-scene templates
Structured context for onboarding, trading and research.
Citation & lineage
Trace every answer back to its source.