Applied domain

Financial services

Ontology-grounded risk, compliance, AML, and data lineage for regulated financial workflows.

Network of hexagonal entity nodes connected by directional payment flows, with one tightly-clustered subgraph in the lower right outlined in brick red to mark a suspicious pattern.

Applications

Applications built for financial services

TBML Investigator

Coming soon

A trade-based money laundering investigation service that checks trades against legal-entity verification, sanctions, and product details.

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Bank Transactions

Coming soon

A three-stage data pipeline plus a full-stack web app for integrating, categorising, and budgeting bank transactions.

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Outcomes

How this approach has been applied in financial services

Document knowledge extraction

Extract terms, obligations, and risk parameters from contracts, regulatory filings, and compliance documentation with full provenance.

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Semantic data integration

Integrate transaction data, risk models, and compliance rules through ontology-aligned pipelines that maintain regulatory lineage across systems.

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Auditable digital thread

Trace compliance decisions from source regulation through interpreted rules to applied controls, providing auditors with a complete evidence chain.

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AI agent orchestration

Coordinate AI agents that parse regulatory filings, check compliance rules, and model risk scenarios while compliance officers review and approve each decision before it takes effect.

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