Pragma Sense
Intelligent AI assistant for technical documentation and knowledge bases - Vectorless RAG
A machine learning platform capable of searching any documentation and knowledge base in real time. Pragma Sense is powered by Vectorless RAG – an advanced reasoning mechanism that mimics how human experts read and analyze complex documents. Unlike traditional vector-database RAG solutions, Vectorless RAG transforms documents into a hierarchical tree structure and uses LLM reasoning to locate precise answers, citing exact sources and highlighting relevant sections directly in the PDF preview.
Interface language: English, Polish
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What it does
Vectorless RAG technology mimicking human reading and multi-page document comprehension
Precise source attribution with exact quotes and live PDF preview highlighting cited sections
Transparent LLM reasoning and full document context awareness to eliminate hallucinations
Knowledge base administration panel (PaperlessNGX) with automated indexing in minutes
Modern chat interface (LibreChat) seamlessly integrated with corporate Single Sign-On (SSO)
Instant lookup for troubleshooting procedures, diagnostic diagrams, and error codes
Mobile-first responsive design for field service engineers and on-site technicians
Mixture of Experts architecture allowing multiple specialized domain assistants
When to use it
- • Showcase Termet: Termet Contractor Assistant with manuals for heating boilers, heat pumps, and accessories
- • Field service support for rapid error code troubleshooting and repair diagnostics
- • Fast and effective onboarding of new technical personnel and support teams
- • Searching internal legal compliance, corporate policies, HR guidelines, and accounting documents
- • Unified multi-brand technical documentation repository and query engine
Privacy & Security
Deployed within customer on-premises infrastructure or dedicated private cloud with enterprise Single Sign-On (SSO) integration, upholding the highest standards of data security and confidentiality.
Screenshots
Chat interface (LibreChat): sample conversation with AI Assistant and cited PDF viewer
Knowledge base management (PaperlessNGX): technical document dashboard and automated Vectorless RAG indexing
Technologies and competences
Looking to deploy an intelligent knowledge assistant in your organization?
Test the live demo or schedule a presentation. We will tailor Pragma Sense to your documentation, authorization systems (SSO), and industry requirements.
Schedule a Pragma Sense demo