Baseline
Capture the current state, revision, data quality, performance, security status and operational dependencies.
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.
Migration and operations
Introduction without unnecessary risk
Production systems are not replaced through an uncontrolled big bang. GI plans reversible steps, measurable gates and a traceable transition.
Staging
Create an isolated environment, realistic test data, migration rehearsals and integration smoke tests.
Cutover
Prepare synchronization, freeze window, health checks, approval and an immediately usable rollback.
Long-term operation
Monitor metrics, logs, alerts, backups, restore tests, security updates and capacity limits.
Quality gates
- Backend, frontend and integration tests
- Security, dependency and secret checks
- Data migration and repeatability
- Performance and Lighthouse budgets
- HTTP, API and critical user-flow smoke tests
- Backup, restore and rollback evidence
Operational handover
GI provides technical documentation, environment and secret inventory, runbooks, monitoring rules, escalation routes and a maintenance plan. GI can remain involved as the technical partner for operations and further development.
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.