FAQ

Answers designed for Ops, Security, Compliance, and Procurement stakeholders.

Does the system train on our data?

No. The platform performs ephemeral extraction to produce structured outputs. Training is not performed on customer data.

Can automation bypass human review?

Policy-based mandatory review enforces approval automatically. Bypass flags are for demo/testing only and should be disabled in production.

Do you need API access or database credentials?

No. Universal Data Bridge operates at the UI layer. It does not require database access to legacy systems.

How do we verify evidence independently?

Audit packs contain SHA-256 hashes and signatures over the manifest, plus a regulator verification guide that uses standard tools like OpenSSL.

Who owns the signing keys?

In production, customers should use their own keys stored in KMS/HSM (AWS KMS default). Local keys are for pilots and demos.

Can it run in a VPC or air-gapped environment?

Yes. Enterprise deployments can run in restricted networks. Model routing and storage can be controlled based on policy.