Document ingestion and chunking
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
RAG and semantic search
Make company knowledge safely usable through retrieval-augmented generation and hybrid search. 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.
Embeddings and vector stores
GI implements the required components, interfaces, data models and security checks in maintainable increments.
Available as a standalone package or project phaseHybrid search and reranking
Automated tests, technical documentation, operating parameters and acceptance criteria are included.
Available as a standalone package or project phaseSource citations and access control
Current-state analysis, target state and prioritized requirements are documented as a transparent decision basis.
Available as a standalone package or project phaseEvaluation and hallucination control
GI implements the required components, interfaces, data models and security checks in maintainable increments.
Available as a standalone package or project phaseSynchronization and re-indexing
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.
RAG and semantic search for SMEsRAG and semantic search expertRAG and semantic search developerRAG and semantic search outsourcingRAG and semantic search modernizationRAG and semantic search migrationRAG and semantic search maintenanceRAG and semantic search support
Project CTA
Get a concrete assessment for RAG and semantic search
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.