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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 harden as requirements demand: Bee Regulated Cloud offers a multi-tenant regulated posture, Enclave Private Cloud (from $7,500/mo) runs single-tenant in your VPC, and Enclave Regulated (from $15,000/mo) adds customer-managed keys, strict crypto policy enforcement, and immutable audit logs.

Enclave plans are contracted with SOC 2, ISO 27001, and HIPAA compliance postures; the parent company holds CSA STAR Level 1 with ISO 27001 in progress.

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.

Customer data is not used to train the Bee base model. Prompts, documents, and outputs stay yours; processing is limited to serving, securing, and operating the service.

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?
Hive-plan and above customers can request region-pinned processing (EU, US, or Singapore), and Enclave deployments run in your own VPC or air-gapped environment where residency is fully yours.
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.
Is customer data used for training?
No. Customer data is not used to train the Bee base model, per the Terms of Service and DPA.

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