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For Researchers

AI on hardware you own. In a building you can name.

Your models run on hardware you own. Understand the gateway and storage boundaries around it.

We host GPUs for researchers at

Know the path. Know the records.

Dedicated hardware is one boundary. The gateway and features you choose have their own data handling.

  1. Your applicationTLS to the gateway
  2. B3IQ gatewayRequest content in memory
  3. Your machineYour models and workloads
Response returned to your app

Ordinary API requests pass through the TLS gateway in memory. This is not end-to-end confidential execution. Customer-side files, weights and application storage remain your responsibility.

Data handling by feature

Routing and metering
Model and machine IDs, status, token counts and timings, with no prompt or output text. Routing logs are deleted after 90 days by default; usage records are kept for your usage history.
Saved Playground sessions
When you explicitly save a hosted Playground conversation, its message content is stored. Session expiry and deletion govern retention; pinned sessions can remain longer.
Encrypted private jobs
This separate job flow retains encrypted payloads. Default payload retention: 30 days. After 90 days the job's webhook URL is hashed; the job record is kept. Retention settings can vary.

Confidential execution is planned; it is not a guarantee of this deployment.

How it runs

How it stays private.

  1. Never a shared pool.

    Your API key routes only to account-owned machines. A machine-scoped key narrows that set; an unscoped key can reach all of them. There is no third-party provider fallback.

  2. In our facility.

    A named machine in a rack, behind physical security, with redundant power, engineers on site around the clock, and insurance at replacement value.

  3. In your building.

    We ship any build to you, for policies that need the hardware on your premises.

A tower of your own.

Up to 2 cards and 64 GB of GPU memory, running only your workloads.

Workstation RTX 5090

VRAM
32 GB GDDR7
per card
Bandwidth
1.8 TB/s
per card
Lead time
~1 week

What reviewers ask.

You own the hardware. Account and organization permissions control API access; a machine-scoped key can narrow routing further. B3IQ engineers operate the hosted infrastructure. Document the access and storage requirements for your deployment with us.

Ordinary API requests pass through our TLS gateway in memory. Routing logs and usage records exclude prompt/output text; routing logs default to 90 days, and usage records are kept for your usage history. Explicitly saved hosted Playground sessions store message content under their expiry/deletion policy; pinned sessions can remain longer. The separate encrypted private-job flow defaults to 30 days of payload retention. After 90 days it hashes the job's webhook URL; the job record itself is kept. Retention settings can vary.

We sign a Business Associate Agreement before any PHI reaches hardware we host, and our SOC 2 Type II audit is underway with A-LIGN. HIPAA itself has no certification to hold. The full scope is at b3iq.org/hipaa.

Daryl XuViktoriya HyingSean GengMatt

Walk us through your requirements.

Bring the security questionnaire and the strictest reviewer you have. We've completed the full HECVAT; ask for a copy.

Or message us: iMessage +1 (332) 324-8327Telegram @b3iqbot