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AI infrastructure built for financial-grade scrutiny

Structured extraction, cited retrieval over filings and policies, a regulated deployment ladder, and post-quantum transport for data whose confidentiality outlives today's cryptography.

Where Bee fits in a financial institution

Financial workloads are document- and structure-heavy: term sheets, filings, KYC packets, policy manuals, market commentary. Bee's platform matches that shape - retrieval with citations over your document base, JSON mode for schema-valid extraction, and tool calling to connect model output to your systems of record.

Fintech is an active first-class domain on Bee's platform. Regulated financial advice, by contrast, is a restricted (Tier-3) domain gated behind explicit acknowledgement - the platform is honest about the line between analytical tooling and regulated advice.

Capabilities that map to financial work

  • JSON mode on Comb, Buzz, and Hive: schema-valid extraction from unstructured filings and agreements.
  • Cited retrieval: answers grounded in your policy and document base, verifiable passage by passage.
  • 1M-token long-context on Comb and Buzz: whole agreement sets or disclosure histories in one request.
  • Vision and video input on Comb, Buzz, and Hive: statements, scanned documents, and chart images in conversation.
  • Tool calling for controlled integration with pricing, risk, and reporting systems.

Deployment posture for regulated environments

Start on the shared cloud, then scope stricter requirements through an Enclave engagement from $15,000/mo. Tenancy, VPC placement, keys, audit, and regulated controls are fixed customer by customer in the Order Form and deployment manifest.

Customer-specific controls are fixed contractually. HEOSSI's company framework posture is ISO/IEC 27001:2022, ISO/IEC 42001:2023, and ISO/IEC 19790:2025. No accredited certification is implied.

Cryptography with a horizon

Financial data often must stay confidential for decades - exactly the profile harvest-now-decrypt-later attacks target. Bee integrates the NIST-finalized post-quantum standards (FIPS 203/204/205), with PQC transport default-on for Enclave Sovereign deployments and standard TLS 1.3 plus AES-256-GCM at rest elsewhere today.

Tenant-scoped controls, encrypted transport, and governed release gates protect production workloads across Bee's hosted and private deployment paths.

Frequently asked questions

Can Bee give financial advice to our customers?
Regulated financial advice is a restricted (Tier-3) domain on Bee, gated behind explicit acknowledgement and jurisdiction checks. Bee is analytical infrastructure; the regulatory burden of advice remains with the deploying institution.
How does Bee handle data residency for financial data?
Residency and regional processing requirements are customer-scoped and must be confirmed in the Order Form and deployment manifest. Broader air-gapped operation remains roadmap.
Is model output auditable?
Retrieval answers carry citations to source passages, model aliases resolve to dated immutable snapshots for reproducibility, and Enclave Regulated adds immutable audit logs.
What extraction accuracy controls exist?
JSON mode uses schema-guided decoding, so output conforms to your schema rather than approximating it - malformed JSON is rejected at generation time, not discovered downstream.

Related

Start on the free tier

Bee Cell is free - no card. Scale to paid tiers, the API, or sovereign deployment when you are ready.