How it Works — Real Use Cases
No account. No separate install. No Big Tech dependency. Every General Bots app ships pre-installed in the suite and runs on infrastructure you own — this is how it works and what teams actually use it for.
Deploy the whole suite on your VPS
One container, every app pre-installed and pre-integrated. Your data stays on your hardware — no accounts, no SaaS gatekeeper.
Open it from the desktop launcher
The app is one click away inside the General Bots desktop. No separate signup, no setup wizard, no credit card.
Drive it with plain language or the API
Ask the AI assistant to do the work — or call the REST API directly from your own tools. The endpoints below are real, from the source code.
Try these real endpoints
biometry.teach.case1_t
biometry.teach.case1_d
biometry.teach.case2_t
biometry.teach.case2_d
biometry.teach.case3_t
biometry.teach.case3_d
Built on the Open-Source Code
Real technical data extracted from the Rust source repository — API endpoints, database tables, and code size. Every number on this page is auditable in the code.
Real API surface (from the source)
Database schema (from migrations)
Everything a Modern Biometry Needs
Powerful capabilities with AI orchestration — all self-hosted on your infrastructure.
KYC verification
Manage pending and verified identity checks with status tracking across all users and refresh controls.
Liveness detection
Start sessions, capture frames and score confidence in real time to prove a real human is present.
Digital signatures
Request signatures, capture them with an in-browser signature pad and submit with clear and retry.
Digital certificates
Issue and manage digital certificates for verified identities in a dedicated panel with grid listing.
Audit log
A timestamped audit trail recording user, action, result, IP and details for every biometry event.
Live dashboard
Live dashboard counters for pending KYC, verified users, liveness checks and signatures across the organization.
One Flat Server — Zero Per-User Fees
Unlike commercial SaaS suites that charge per seat, General Bots runs on your own infrastructure with unlimited users.
- Unlimited users and operations
- No per-user licensing fees
- Full source code access (AGPLv3)
- Self-contained Docker deployment
- Bring your own LLM / AI backend
Plus overage fees
On your infrastructure
Self-Hosted vs SaaS
See how the open-source General Bots Biometry compares to proprietary alternatives.
| Feature | Self-Hosted | SaaS |
|---|---|---|
| Per-user pricing | Free | Vendor lock-in |
| Data ownership | Yours | Theirs |
| Source access | Full (AGPLv3) | Closed |
| AI model choice | Any LLM | Vendor lock-in |
| Scalability | Unlimited | Tiered |
| Audit & compliance | Full control | Limited |
Built for Sovereignty, Scale, and AI
Thousands of teams choose General Bots for their biometry infrastructure.
Zero Vendor Lock-In
Your data, your infrastructure, your control. General Bots is fully open source under AGPLv3 — no proprietary APIs, no data leaving your network, no forced upgrades.
- 100% Open Source
Audit, modify, and extend the code. Community contributions welcome.
- AI-Native by Default
LLM orchestration built in — bring any model, run it on your own hardware.
Ready to Deploy?
Get your own self-hosted biometry platform running in minutes. No per-user fees, no vendor lock-in.