Custom AI agents & multi-agent systems
Current-state analysis, target state and prioritized requirements are documented as a transparent decision basis.
Available as a standalone package or project phase
Top technology
AI Agency & AI Engineering
Production-ready AI agents, agentic AI, LLM integration and AI automation for companies and mid-market teams — from use case and architecture to governance, integration and operations. General Informatics covers analysis, target architecture, implementation, integration, quality assurance and production-oriented operations from one accountable partner.
Detailed service catalog
Modules, work packages and verifiable deliverables
Scope is assembled for the specific project. Every item can be commissioned as analysis, implementation, extension, review or managed long-term operation.
MCP, A2A, OpenAPI and tool calling
GI implements the required components, interfaces, data models and security checks in maintainable increments.
Available as a standalone package or project phaseRAG, knowledge retrieval and context engineering
Automated tests, technical documentation, operating parameters and acceptance criteria are included.
Available as a standalone package or project phaseEvals, guardrails, observability and cost controls
Current-state analysis, target state and prioritized requirements are documented as a transparent decision basis.
Available as a standalone package or project phaseHuman-in-the-loop, audit trails and agent governance
GI implements the required components, interfaces, data models and security checks in maintainable increments.
Available as a standalone package or project phaseModel routing, self-hosted AI and secure production integration
Automated tests, technical documentation, operating parameters and acceptance criteria are included.
Available as a standalone package or project phaseCross-cutting services
- Architecture and code review
- API, data and authorization concept
- Test strategy and quality gates
- Documentation and handover
- Monitoring and operating concept
- Performance and security optimization
Possible delivery models
A clearly bounded proof of value, modular project phases, ownership of one subsystem, a technical partner in the background or continuous product engineering. Goals, acceptance and responsibilities are defined before work starts.
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.
MCP server developmentMCP integrationA2A agent integrationRAG developmentLLM integration
Project CTA
Get a concrete assessment for AI Agency & AI Engineering
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.