AI Manufacturing Optimization Specialist
El Moustapha Ajouad bridges the gap between machines, ERP/MRP systems, and AI for manufacturers across Canada and the USA. From connecting CNC machines and PLCs to building RAG-powered knowledge systems and end-to-end automation pipelines — I help you turn shop floor reality into operational intelligence. IIoT · AI/RAG · Intelligent Classification · Automation Pipelines · Decision Support
These operational constraints cost you time, money, and competitive edge. If you recognize even one, there's a clear path forward.
The impact:
Solution:
IIoT-based machine connectivity — real-time data collection even from legacy equipment. OEE dashboards with actionable insights in weeks, not months.
The impact:
Solution:
AI-assisted quoting powered by real production data. Intelligent document processing to extract RFQ details automatically and feed them into your planning system.
The impact:
Solution:
Optimize your existing ERP/MRP before adding new tools. Build automation pipelines that eliminate double entry and make your current investment work harder.
The impact:
Solution:
End-to-end integration pipelines that connect your entire stack. Order-to-production, invoice-to-payment, quote-to-schedule — automated.
The impact:
Solution:
LLM-powered document classification and data extraction. Incoming documents automatically sorted, routed, and processed — context-aware intelligence, not keyword matching.
Five strategic pillars that address real operational constraints — from the shop floor to the executive dashboard. Each reinforces the others.
Shop floor visibility starts with connected machines. Real-time data collection from CNC, PLC, and legacy equipment via MQTT, OPC UA, and retrofit sensors. Centralized dashboards for OEE, cycle times, downtime tracking, and predictive maintenance alerts. Works with your existing equipment — no rip-and-replace required.
Tech: MQTT, OPC UA, Node-RED, IoT sensors/gateways, Power BI
Turn your accumulated operational data — work orders, quality records, maintenance logs, engineering specs — into searchable, actionable intelligence. Custom RAG systems connect LLMs to your proprietary data so teams get precise, source-cited answers instead of searching through file shares and tribal knowledge.
Tech: LLM APIs, vector databases, Python, LangChain/LlamaIndex
LLM-powered systems that automatically sort, route, and extract data from incoming documents: RFQs, invoices, shipping notices, quality certs, customer emails. Context-aware classification that understands manufacturing terminology and your business processes — not simple keyword matching.
Tech: Fine-tuned LLMs, NLP pipelines, Python, Power Automate
Eliminate manual handoffs between ERP/MRP, accounting (QuickBooks), CRM, shop floor systems, and administrative tools. Purpose-built workflows that sync data across your entire stack — order-to-production, invoice-to-payment, quote-to-schedule. Every integration designed for reliability and maintainability.
Tech: Power Automate, Python, REST APIs, ERP/MRP connectors, Node-RED
Move from backward-looking reports to forward-looking intelligence. Real-time dashboards, capacity planning models, demand forecasting, anomaly detection, and KPI monitoring with automated alerts — built for plant managers and executives who need to act, not just observe.
Tech: Power BI, Python, ML models, time-series analysis
Based in Quebec City, Canada. Serving manufacturers across North America.
A hybrid profile that understands both machines and AI. With hands-on experience in CNC machining, electric motors, steel structures, and electromechanical systems — combined with AI/ML and system integration capabilities — I offer a comprehensive approach that bridges the production floor with intelligent technologies.
I build solutions made for the real world. Not theoretical concepts, but systems designed for the noise, constraints, variabilities, and operational imperatives of the manufacturer.
Robust, deployable solutions, tailored to your operational context.
"A simple automation that works is worth more than a complex system gathering dust."
Today: IIoT connectivity, data collection, and workflow automation. Dashboards for informed decisions.
Tomorrow (when you're ready): Computer vision for defect detection, predictive maintenance, AI-optimized scheduling, and conversational AI assistants for technicians.
Every connected machine and automated workflow generates the clean, structured data that makes AI useful. Today's work lays the foundation for tomorrow's capabilities.
A practical conversation about your operational challenges and technology landscape. You'll get an honest assessment of where AI, IIoT, or automation could have the highest impact. No obligation.
Walk the shop floor, audit systems, map data flows and pain points. Talk to operators, supervisors, and management. Result: clear diagnosis with 2-3 high-impact opportunities and estimated ROI.
Prioritized action plan with first measurable results in under 4 weeks. Start small, validate ROI, then scale. Transparent budget and timeline.
2-4 week sprints, hands-on training so your team becomes self-sufficient. Real production testing, continuous adjustments. The goal: you own the system, not the consultant.
AI and IIoT (Industrial Internet of Things) give you real-time visibility into what's happening on your shop floor and the intelligence to act on it. IIoT connects your machines — CNC, PLC, legacy equipment — so you can track OEE, cycle times, and downtime automatically instead of relying on end-of-shift reports. AI turns that data into actionable insights: predicting maintenance needs, optimizing scheduling, automating document processing, and giving your team instant answers from your operational data. The goal isn't technology for its own sake — it's fewer surprises, faster decisions, and less manual work.
The first measurable results typically come within 2-4 weeks. The approach is built around quick wins — connecting a few critical machines, automating a painful manual process, or standing up a real-time dashboard. You validate ROI on a small scale before committing to broader rollout. No multi-month discovery phases or massive upfront investments.
No. Most manufacturers are using only a fraction of their ERP/MRP's capabilities. The first step is always to optimize what you already have — better data going in, better integrations coming out. Automation pipelines connect your ERP to shop floor systems, accounting tools, and CRM without replacing anything. The goal is to make your existing investment work harder.
Almost any machine on your floor can be connected at some level. Modern CNC machines and PLCs often support OPC UA or MQTT natively. Older and legacy equipment can be connected using retrofit sensors, passive current monitoring, barcode scanners, or simple operator input devices. The approach is practical — you don't need to replace equipment to start collecting useful data.
A systems integrator typically sells and implements a specific vendor's platform. A strategic technical partner brings hands-on shop floor experience (CNC, electromechanics, steel fabrication) combined with AI and software engineering. The approach is vendor-agnostic and pragmatic: small iterative steps, quick wins, results in weeks not months, and knowledge transfer so your team becomes self-sufficient — not dependent on a consultant.
It's a free 30-minute conversation where we discuss your operational challenges, current technology landscape, and goals. You'll get an honest assessment of where AI, IIoT, or automation could have the highest impact for your operation — and where it might not make sense yet. No sales pitch, no obligation. Just a practical conversation between someone who understands manufacturing and your reality on the floor.
Book a free 30-minute Discovery Call to discuss your challenges. No obligation. Response guaranteed within 24 business hours.
Thank you! I will get back to you within 24 business hours.
Phone
(418) 318-4678Location
Quebec City, QC, Canada
Serving manufacturers across North America
(Eastern Time)
What you'll get from the call:
Your Data Privacy:
Your information is used only to contact you regarding AI, automation, and IIoT services. Data stored in Canada, never shared with third parties. For questions or deletion requests: ajouadelmoustapha@outlook.com
El Moustapha Ajouad is a Senior AI & Automation Specialist based in Quebec City, Canada, serving manufacturers across North America. He helps manufacturing companies connect machines (IIoT via MQTT, OPC UA), build AI-powered knowledge systems (RAG), automate document classification and data extraction, create end-to-end workflow pipelines (ERP/MRP, QuickBooks, CRM), and deploy real-time decision support dashboards. His approach is pragmatic: quick wins in under 4 weeks, iterative delivery, and knowledge transfer so your team becomes self-sufficient. Free 30-minute Discovery Call available on request.