Client communication in banking
Unqualified promises and confidentiality language are flagged while the text stays on the bank's own server.
VerbaPulse Enclave runs in your own data center on your own GPU hardware. Draft analysis and the model stay on servers you physically control.
Request accessHi Sarah, happy to confirm that the fund will deliver at least 8% this year, so you can plan on that.
Unqualified investment return guarantee enabling reliance by recipient.
is targeting an 8% return this year, but results may vary
The writer decides. The record keeps the risk type and the action, and never the text.
Check a draft →The VerbaPulse server does not send drafts out; the analysis servers have no outbound route. At runtime, one service fetches Microsoft sign-in keys from login.microsoftonline.com.
Unqualified promises and confidentiality language are flagged while the text stays on the bank's own server.
The specialist pass reads financial crime and competition language in internal and external drafts.
Sensitive drafts are analyzed on hardware the organization controls.
The model is gpt-oss-120b, an open-weight model released under Apache 2.0 by a US developer, served with vLLM. Our adapter was trained on synthetic drafts and contains no customer data.
Draft text, the flagged phrase, the suggested wording and the model's explanation are not stored by default. Only an event record is written to your database: department, platform, risk type, level, action and time.
Technical detailsControls included in the installation, and the tests we have run.

Analysis and model containers sit on an internal network with no outbound route.
One published port: 443, with your own TLS certificate.
The edge denies by default: only product paths reach the API; sign-up, payment and marketing routes are closed.
Containers run without root privileges.
The license is an Ed25519-signed file verified offline.
When the model cannot answer, the result says "not checked". A failure is never shown as clean.
For your IT and security teams.
Prompt injection in quoted correspondence
Turkish 81/84, English 51/51. Attacker text in suggestions: 0. Synthetic set, October 2026
Container image scan (Trivy)
No critical findings, no fixable high findings. API image, October 2026
12 seconds: about 400. 6 checks per user in the peak hour.
30 seconds: about 1,050. 6 checks per user in the peak hour.
Measured on one NVIDIA H100 PCIe 80 GB card with the full stack running, median email of 571 characters. Larger populations are sized with your team during planning.
Model weights need about 60 GB and the loaded model about 69 GB of GPU memory. Each installation runs on one GPU server with Docker Compose.
The analysis servers have no outbound route, so draft text stays on your VerbaPulse server. One service fetches Microsoft sign-in keys from login.microsoftonline.com. If you need no outbound connection at all, Black is the edition for you.
They are the same software. Sovereign runs in your private cloud or cloud tenancy. Enclave runs in your own data center on your own GPU hardware. Choose by where your infrastructure lives.
No. The model runs in your environment and VerbaPulse has no access to your drafts. Our adapter was trained on synthetic data.
No. It raises compliance risk signals and offers more careful wording. Your legal and compliance teams keep their review and their decisions.
Turkish and English. Talk to us if your teams write mainly in another language.
| Sovereign | Enclave | Black | |
|---|---|---|---|
| Where it runs | Your private cloud or your own cloud tenancy | Your data center, on your own GPU hardware | An isolated network with no internet path |
| Model location | On your GPU instance in that environment | On your GPU server | On your GPU server |
| Analysis path | Analysis servers have no outbound route | Analysis servers have no outbound route | Analysis servers have no outbound route |
| Outbound connection | One: Microsoft sign-in keys (login.microsoftonline.com) | One: Microsoft sign-in keys (login.microsoftonline.com) | None |
| Identity | Microsoft Entra | Microsoft Entra | Activation tokens, your internal identity provider |
| Updates | Scheduled with our team | Scheduled with our team | Signed offline packages with automatic rollback |
We start with a technical discussion about your network, identity provider and user count.
Plan a conversation