
ROI of AI Vision Inspection in Steel Manufacturing: What the Numbers Actually Show
A single undetected inclusion on a hot strip mill can travel through hundreds of tonnes of coil before anyone notices,
Ehsan Joshani, MSc
Senior Project Manager | AI & Innovation | Business & Data Analysis | Financial Oversight & Quality Management
Project Manager & Consultant Specializing in AI, Analytics, and Operational Optimization. AI & Research-Backed Project Lead with Deep Experience in QC and Business Strategy.
Author of (Topics) : Quality Control & Ceramics/Automotive Industries, Project Management & Business, Artificial Intelligence, Data & Technology, Financial Markets & Trading, Innovation & Entrepreneurship
Role at AI-Innovate: Senior Project Manager
With a strong foundation in research, project management, and data-driven innovation, I focus on transforming complex challenges into practical, high-impact solutions that improve processes and create real value.
Ehsan Joshani is a results-driven Project Manager and research-oriented Consultant with over a decade of experience in AI-driven solutions, data analysis, quality control, and industrial operations. He has successfully led multidisciplinary projects across the ceramic, automotive, oil and gas, and agri-tech sectors, delivering process optimization, technology integration, and innovation-focused development.
With a strong foundation in analytics, financial insight, and strategic planning, Ehsan Joshani specializes in implementing data-driven quality assurance systems, integrating AI platforms, and enhancing operational efficiency through precise evaluation and risk assessment. He is recognized for disciplined execution, a research-focused mindset, and the ability to transform complex challenges into high-impact, practical solutions in fast-paced, multidisciplinary environments.

A single undetected inclusion on a hot strip mill can travel through hundreds of tonnes of coil before anyone notices,

A single defect that reaches a customer can cost far more than one caught on the line, once you factor

A single bad batch can erode a plant’s margin before the monthly report even lands. Scrap rarely shows up as

In pharmaceutical manufacturing, a missed defect isn’t a customer complaint. It’s a patient safety risk, a regulatory citation, and potentially