LLM-based Intelligent Applications
Fluctuology builds LLM applications that support engineering and operations—turning documents, knowledge, and procedures into reliable workflows. We focus on correctness, traceability, and practical deployment, not just demos.
RAG over technical content
Search and answer across datasheets, manuals, SOPs, specs, and emails with citations and controls.
Workflow automation
LLM-assisted tasks such as quote drafting, requirements extraction, and structured report generation.
Reliability & evaluation
Guardrails, test sets, and measurable quality—so outputs can be trusted in business contexts.
Data governance
Practical approaches for access control, prompt hygiene, logging, and sensitive data handling.
Typical deliverables
- RAG knowledge base + embedding/search pipeline
- LLM app UI or API with role-based access
- Evaluation set + quality metrics + regression tests
- Deployment guidance (cloud/on-prem) and maintenance plan
Ideal use-cases
- Technical customer support and internal knowledge search
- Quote / proposal drafting and structured documentation
- Engineering requirement extraction from long documents
- Cross-border teams needing bilingual workflow support