What General Informatics delivers
- Model selection and hardware sizing
- Inference servers and quantization
- Private RAG pipelines
- Access and tenant protection
- Cost, load and quality measurement
- Fallback to external models
Specialist niche
Self-hosted AI and private LLMs
Run AI models under controlled conditions in your own or dedicated infrastructure. General Informatics covers analysis, target architecture, implementation, integration, quality assurance and production-oriented operations from one accountable partner.
Method
From technical discovery to dependable operations
Analysis
Goals, current systems, data, dependencies, risks and measurable quality criteria are documented.
Architecture
Interfaces, components, security boundaries, data flows and migration steps are defined.
Implementation
Delivery proceeds in verifiable increments with automated tests and traceable changes.
Operations
Monitoring, backups, alerts, runbooks and defined rollback paths protect long-term operation.
Related GI products and project experience
V8Chat
The names indicate related in-house product or project work. Customer details are published only with explicit approval.
Typical starting situations
- An existing system needs a robust extension rather than a complete rebuild.
- Several technologies or providers must be connected cleanly.
- A prototype needs to become secure, maintainable and production-ready.
- Performance, operations or technical debt is blocking further growth.
Demand and keyword cluster
Important search and project situations
The 30 priority phrases are distributed across the hub and detail pages. Each page shows only the relevant subset so content and search intent stay focused.
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Project CTA
Get a concrete assessment for Self-hosted AI and private LLMs
Describe the current system, target, required interfaces and current blockers. General Informatics turns this into a technical first assessment with sensible phases, risks and next steps.