Projects & Case Studies

Deep dives into enterprise AI systems, architecture decisions, and measurable business impact.

Featured Systems

Production-grade AI solutions powering enterprise operations

ICfE

Production

Industrial Copilot for Engineering

AI-powered industrial automation copilot embedded directly in Siemens TIA Portal IDE. Combines conversational AI with sophisticated context management and real-time code execution, enabling engineers to write PLC and HMI code 30-40% faster with enterprise-grade safety guardrails.

Technologies

LLMsAgentic AIContext ManagementReal-time ExecutionPythonAWSMCP Protocol

Impact: Reduces engineering project timelines by 30-40% on $50K-$500K projects through AI-assisted code generation and HMI design, with built-in safety governance and audit logging.

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30-40%
Development Time Saved
98%+
Code Quality Improvement
32+
Enterprise Metrics

SieAssist

Production

AI-Powered Industrial Operations Assistant

Full-stack industrial AI assistant platform combining OPC-UA machine connectivity, Retrieval-Augmented Generation (RAG), and real-time event processing. Delivers intelligent, context-aware operational insights with document-grounded responses and on-premises LLM deployment for data sovereignty.

Technologies

RAGOPC-UAgRPC StreamingLlamaIndexOllamaRole-Based AccessReal-time Processing

Impact: Proactively detects industrial events and automatically creates AI-driven troubleshooting threads with document-grounded responses, reducing Mean Time To Resolution by 50%+ while ensuring data sovereignty with on-premises LLM deployment.

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<100ms
Event Response Time
99.9%+
System Uptime
50%+
MTTR Reduction

OpsKnowledge

Production

Knowledge Management Platform

Semantic knowledge base with intelligent search, contextual discovery, and AI-powered recommendations using embeddings and vector search.

Technologies

Vector EmbeddingsSemantic SearchKnowledge GraphsLLMs

Impact: Improved knowledge discovery speed by 10x and achieved 95% user adoption across organization.

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1000+
Documents Indexed
<10s
Query Speed
75%
User Adoption

RSMS

Production

Full-Stack Asset & Work Order Management Platform

End-to-end industrial asset management system spanning a .NET backend, an Angular frontend, and a Java integration service. Digitizes equipment tracking, work orders, and shop-floor telemetry that were previously handled through paper logs and spreadsheets.

Technologies

.NETASP.NET CoreAngularJavaSpring BootPostgreSQLMQTT

Impact: Eliminated manual, paper-based data transcription across shifts and teams, unifying maintenance, production, and quality into one real-time system of record.

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3-Tier
Service Architecture
15s
Data Sync Interval
100%
Paperless Data Capture
15+
Projects Delivered
10+
Enterprise Clients
15+
Years Experience
4
AI Systems Built

Services & Expertise

How I can help with your next project

AI Strategy & Architecture

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End-to-end development from backend APIs to frontend interfaces, optimized for performance.

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