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Launching AI/ML Capabilities for Enhanced Order Management

AI and ML are not just about efficiency gains. When applied to order management, they create a scalable foundation for growth across markets.

The Challenge:

Order management was still weighed down by manual steps. Each purchase order had to be read, keyed in, and checked, which slowed down processing and limited scalability. In markets where online business was already difficult due to government requirements or limited digital infrastructure, these inefficiencies became even more pronounced.

The Turning Point:

Artificial Intelligence and Machine Learning offered a way forward. Instead of treating orders as paperwork to be handled one by one, we could train models to process, check, and improve the workflow at scale. The opportunity was clear, and we started with the North American market.

Our Approach:

  • PO Assist development: Built the first AI/ML tool for purchase order assistance in Canada and the United States. The tool parsed purchase order PDFs, captured and filled required fields into the internal order management system, and ran initial quality checks.

  • Yield improvement: Prioritized success rates for automated order processing in the first scoped phase.

  • Scalability planning: Designed the model as a foundation for rollout in other regions once early success was proven.

The Results:

  • Achieved yield success rates more than 80% above the original goal.

  • Reduced manual intervention in order processing, with models improving through continuous training.

  • Established a framework that could be replicated and scaled globally.

The Impact:

Orders were processed faster, with fewer errors and higher customer satisfaction. Teams were able to step away from repetitive data entry and focus on tasks that required judgment and strategy.

Note: All projects mentioned are based on real experiences, with details adjusted to maintain confidentiality.

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It starts with a spark, becomes a moment, turns into a decision, finds its purpose, and leads to change. Here’s where the journey unfolds!

Where it all started and why does this journey matter?

What I Do? What fuels my work and How do I create impact?

Unwritten thoughts and unspoken stories … Until now!

This is bigger than one person. It’s about a lasting impact!

How does this journey continue? And how to be part of it?

2025 © Soufiane Boudarraja

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