RAG Knowledge Systems
Stop losing hours searching cluttered folders. Chat directly with your policies, contracts, and manuals with verified page citations.
Built With
Your business has thousands of pages of valuable knowledge locked inside SharePoint folders, PDFs, and archived emails. RAG Knowledge Systems make this information instantly accessible to your team.
Ask complex questions in plain English. Receive direct, synthesized answers that link immediately to the exact paragraph, page, and file source.
Engineered for Real Melbourne Workflows
Discover how each component integrates seamlessly into your daily operations.
Find the exact contract clause, engineering spec, or operational procedure in seconds instead of hours.
Every answer provides clickable source citations directly linking to verified company documents.
New staff ask natural questions and get instant, accurate SOP guidance from day one.
How It Works in Practice
Step-by-step visibility into your AI integration and operational workflows.
Document Ingestion & Connectors
We connect securely to SharePoint, Google Drive, and local file storage with read-only credentials.
- Read-only OAuth integration with SharePoint, Google Drive, and Confluence
- Automated OCR for scanned PDFs, blueprints, and handwritten forms
- Respects existing user permissions and document security classifications
Hybrid Semantic Vector Indexing
We convert unstructured text into multi-dimensional embeddings tuned for Australian domain terminology.
- Hybrid vector search combining dense embeddings with BM25 keyword matching
- Semantic chunking preserving contextual tables and footnotes
- Instant re-indexing as new company documents are created or updated
Anti-Hallucination Guardrails
We configure strict evaluation filters so the AI only answers when verified in your source files.
- Explicit verification fallback logic when source documents lack coverage
- Interactive side-by-side PDF viewer highlighting quoted source text
- Version control locking so outdated draft policies are never cited
Teams & Web Portal Rollout
We deploy clean chat portals and integrate directly into Microsoft Teams and Slack.
- Embedded Microsoft Teams bot and standalone web portal
- Departmental knowledge silos with segmented access rules
- Usage telemetry showing frequently asked questions and policy gaps
Technical Architecture & Security
Enterprise performance with Melbourne privacy standards.
Deployment Pattern
Hybrid Vector & Semantic Retrieval Architecture
Core Components
- Azure AI Search (Hybrid Vector + BM25 Scoring)
- Azure AI Document Intelligence (OCR & Table Extraction)
- Azure OpenAI GPT-4o Grounded Synthesis
- Role-Based Access Control (RBAC)
Security & Privacy
Encrypted document indexing, granular folder permissions, and sovereign Australian data residency.
Curious about RAG Knowledge Systems?
Answers to common questions about implementing RAG Knowledge Systems.
Speak with a Melbourne AI Engineer
Share your business details to explore how RAG Knowledge Systems fits your current workflows.