neurology Production AI Blueprint & Use Cases

AI-Powered Vision,
RAG Systems & Smart Glasses.

Explore deep-dive technical architectures for AI-powered smart glasses in warehouse management, enterprise RAG knowledge engines, and custom UI chatbots connected directly to SAP S/4HANA.

AI & RAG Enterprise Architecture
Flagship Use Case #1 SAP EWM & AR Vision Integration

AI-Powered Smart Glasses for
Warehouse Management.

Hands-free Augmented Reality (AR) vision picking system for warehouse operators. Integrates computer vision optical character recognition (OCR), 2D/3D barcode scanning, and heads-up route navigation synchronized in real time with SAP Extended Warehouse Management (SAP EWM).

98%
Error Reduction
42%
Picking Speed
0.2s
SAP EWM Sync
Smart Glasses Vision Picking AR Layout

4-Step Vision Picking Technical Flow

Step 1: AR Display

Task Dispatch & HUD

SAP EWM dispatches picking orders directly to operator's smart glass heads-up display with aisle navigation arrows.

Step 2: Optical Scan

Computer Vision OCR

On-device camera scans bin locations and product barcodes without requiring handheld physical scanners.

Step 3: AI Validation

Quantity & SKU Check

AI model verifies object dimensions and SKU batch number, alerting operator visually if an incorrect item is grabbed.

Step 4: EWM Auto-Post

Instant SAP Post

Posts Goods Issue (`MIGO`) and updates SAP inventory stock levels instantly via encrypted WebSocket gateway.

Flagship Use Case #2 Hybrid Vector (Milvus) + Knowledge Graph (Neo4j)

Enterprise RAG Knowledge System &
Semantic Graph Indexing.

Ingest millions of un-structured enterprise documents (PDF manuals, SOPs, engineering schematics, SAP configuration guides, legal contracts) into a high-performance vector search engine with 99.4% citation accuracy and zero hallucination.

Milvus Vector DB Neo4j Graph RAG 99.4% Citation Accuracy Role-Based Security (RBAC)
RAG Architecture Data Ingestion Flow

Enterprise RAG Data Pipeline

1. Document Chunking & Embeddings

Ingests 10,000+ files per hour using semantic chunking and custom domain embedding models trained on industrial terminology.

2. Hybrid Dense + Sparse Retrieval

Combines BM25 keyword matching with dense vector distance (COSINE/IP) for pinpoint retrieval accuracy.

3. Grounded Generation & Audit Trail

Generates responses strictly backed by page-level citations, logging every query for SOC2 enterprise compliance.

Flagship Use Case #3 Embedded Web/Mobile Widgets with ERP Memory

Custom UI Conversational Chatbots &
Autonomous AI Agents.

Embed custom conversational AI widgets directly into customer web portals, internal employee portals, and mobile apps. Features contextual session memory, direct SAP database queries, file attachment processing, and human handoff protocols.

Build Your Custom UI Chatbot →
AVAN Enterprise AI Assistant
SAP S/4HANA Connected
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