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
/api/products/api/products//api/products/categories/api/products/inventory/adjust/api/products/inventory/buildproducts.teach.case1_t
products.teach.case1_d
products.teach.case2_t
products.teach.case2_d
products.teach.case3_t
products.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)
/api/products/api/products//api/products/categories/api/products/inventory/adjust/api/products/inventory/build/api/products/inventory/quote/:id/api/products/items/api/products/items/:id+18 moreDatabase schema (from migrations)
inventory_movementsprice_list_itemsprice_listsproduct_categoriesproduct_variantsproductsservicesEverything a Modern Products Needs
Powerful capabilities with AI orchestration — all self-hosted on your infrastructure.
Product catalog
SKUs, categories, base pricing, units and active status across software, hardware, subscription and consulting items.
Service offerings
Hourly, fixed-price and recurring services with billing units, rates, descriptions and status tracked per offering.
Multi-currency price lists
USD, EUR, BRL and GBP price lists with validity dates and default designation per currency.
Grid and list views
Toggle between grid and list views with category, status and currency filters, plus instant catalog search.
Billing integration
Products flow into quote and invoice line items with automatic price list selection from the catalog.
Chat search
Look up products directly from chat with hover details in a click of a mention.
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 Products 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 products 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.
Related Reading
escape-from-bigtech
Why pay 10x more for locked-in solutions when General Bots + Open Source delivers superior functionality with complete control?
Read MoreThe Hidden Costs of Enterprise SaaS
How the Big Tech Tax extracts 10x-100x actual infrastructure value—and how sovereign alternatives eliminate it
Read MoreWhy Pragmatismo Open-Source?
We breathe life into abandoned projects and combine the best of cloud and local computing to push AI and LLM boundaries with unparalleled smooth experiences.
Read MoreReady to Deploy?
Get your own self-hosted products platform running in minutes. No per-user fees, no vendor lock-in.