Investment Portfolio Analytics Dashboard

Table of Contents Toggle OVERVIEWBUSSINESS CHALLENGESCOPE OF WORKOUTCOMES OVERVIEW Product: Steel QC Vision System – Real-time defect detection using deep learning Domain: Manufacturing (Steel Production) Scope: GigE Vision camera pipeline, YOLO model training, edge deployment on Jetson AX expertise: Computer Vision · Object Detection · Edge AI Engagement: End-to-end CV system (hardware + model + deployment) BUSSINESS CHALLENGE A global steel producer experienced frequent quality assurance failures because human inspectors missed microscopic scratches on steel plates. Manual inspection was inconsistent and could not scale to production throughput requirements. SCOPE OF WORK GigE Vision camera integration with NAS and 10 Gbps network for real-time capture Dataset annotation with CVAT, version-controlled using DVC + Git YOLOv8 model trained on Nvidia A100 GPU, exported to ONNX for edge inference Edge deployment on NVIDIA Jetson AGX Orin with Grafana + Prometheus monitoring OUTCOMES Automated defect detection Microscopic scratch detection that outperforms human inspection. Real-time edge inference Processing on NVIDIA Jetson AGX Orin at full production line speed. ONNX-optimised model YOLOv8 converted to ONNX for efficient embedded deployment. Full MLOps pipeline DVC + Git for complete dataset and model lineage tracking.

Table of Contents Toggle OVERVIEWBUSSINESS CHALLENGESCOPE OF WORKOUTCOMES OVERVIEW Product: LTS GenAI Chatbot — AI-powered document assistant for enterprise Domain: Enterprise Knowledge Management Scope: Conversational Q&A, semantic document search & citation, knowledge base mgmt AX expertise: LLM · RAG · Document Understanding Engagement: Internal product — built end-to-end by LTS Group on AWS BUSSINESS CHALLENGE Organisations managing growing volumes of internal documents face compounding problems: employees spend hours searching for information, support teams are overwhelmed with repetitive queries, and information access is inconsistent across departments — creating compliance risks and productivity losses. SCOPE OF WORK Conversational AI with context-aware, source-cited responses (Quick Deploy · Easy Integrate) Instant semantic document search with inline citation of source passages Organised knowledge base with category management, tagging, and role-based access controls Admin monitoring dashboard with usage analytics and performance metrics OUTCOMES 245 active users Live platform usage with +12% growth month-over-month. 1,432 documents processed Knowledge base actively growing — +23% from prior month. 1.2s avg response time Sub-second-class AI response, 8% faster than baseline. 94.8% success rate Near-full query resolution, improving +2% per month. Immediate value on deploy Designed for fast enterprise rollout with minimal IT lift.

Table of Contents Toggle OVERVIEWBUSSINESS CHALLENGESCOPE OF WORKOUTCOMES OVERVIEW Product: Portfolio Analytics Platform – Real-time investment dashboard for advisory firms Domain: Financial Services Scope: Dashboard UI, multi-bank data integration, time-series analytics, reporting AX expertise: Data Engineering · Time Series Analysis · Real-time Streaming Engagement: Platform build (cloud-native, multi-custodian) BUSSINESS CHALLENGE A US investment advisory firm needed a comprehensive dashboard to manage client portfolios, financial data, and investment analytics at scale. Legacy tooling could not handle real-time data from multiple custodians, resulting in delayed reporting and manual reconciliation. SCOPE OF WORK Portfolio analytics: performance metrics, asset allocation, historical tracking Real-time investment monitoring with position tracking and asset class breakdown Multi-custodian data integration via Bloomberg and MSCI API connectors Azure-hosted infrastructure – AKS with availability zones, Azure Front Door OUTCOMES Real-time portfolio data Live position tracking from Bloomberg and MSCI integrations. Multi-bank aggregation Unified view across custodians with automated data validation. Event-driven architecture Azure Event Hubs + WebSocket for sub-second data refresh. Enterprise-grade infra AKS with availability zones, Azure Monitor, Azure Front Door.