|  Industry

Suitability and AML intelligence

KYC and AML intelligence, MiFID suitability evidence, regulatory change tracking, and DORA-ready operational proof.

From onboarding packs to board-ready audit trails

Financial institutions live under continuous scrutiny. Every answer about a client, a product, or a control needs to be traceable to an approved document, model version, and reviewer when supervisors ask.

KnowledgeHub connects policies, procedures, and case files with governed retrieval, immutable audit logs, and reproducible prompts where generative steps are used, so MiFID, AML, and operational resilience evidence are assembled deliberately rather than reconstructed after the fact.

  • Document-centric KYC and AML workflows with clear ownership and retention posture
  • Suitability and advice narratives supported by cited internal and regulatory sources
  • Change management: see what shifted in policy libraries and who approved it
|  Composite example

How a firm assembles suitability and resilience evidence deliberately

Beyond core banking portals, suitability notes, AML memos, product governance packs, DPIA artefacts, outsourcing registers, incident chronologies, and board papers mix structured IDs with unstructured narrative.

Common pains where unstructured data and agents matter

KYC refresh evidence splinters across channels

Enhanced due diligence hides in annex PDFs rather than customer master fields. Document-centric workflows join entities while preserving lineage for MLRO review.

Advice rationales live in unstructured client letters

Suitability hinges on qualifiers buried in templated narratives. Retrieval cites exact paragraphs regulators expect, not model paraphrases without sources.

Operational resilience attestations scramble after mergers

Integrated registers lag while PDF policies merge slowly. Semantic comparison across approved corpora shows what materially shifted before board sign-offs.

Outcomes organisations typically target

  • Tighter AML and suitability dossiers humans can defend
  • Traceable lineage when supervisory questions arrive late
  • Deliberate change evidence after integrations
|  Use cases

Financial services case library

|  Next step

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