The physical commodity industry sits behind everyday life. Food reaches shelves, metals become infrastructure, and raw materials cross oceans because someone negotiated, financed, moved, checked, and settled a physical trade.

It is important work, carried out under real pressure. Yet much of the operation still depends on people chasing updates, checking documents, and holding the full picture in their heads.

An industry that deserves better operations

The systems used by commodity firms are good at recording trades. They are less helpful with everything that happens after the handshake: the follow-ups, changing plans, missing documents, exceptions, and handoffs that determine whether a trade is executed well.

That gap is usually filled by experienced operators. They know who to call, what to check, and when silence means trouble. As a book grows, more of their day is spent coordinating the work instead of applying that judgement.

Trades are won on price and lost on execution.

Where LeedAB comes in

LeedAB is an AI operations desk for physical commodity trading. It takes ownership of the work that keeps a trade moving and brings in your team when a decision needs human judgement.

The agents are connected, so contract administration, logistics, documents, inventory, exceptions, and settlement do not become separate islands. The desk sees one operation and keeps it moving as conditions change.

What we believe

  • Operational work needs an owner. Important follow-ups should not depend on someone remembering to check.
  • New technology should fit the desk. Commodity firms should not have to replace the systems and relationships they already trust.
  • Human judgement stays human. Agents carry the coordination. People retain authority over decisions that bind the company.

The vision

We believe the best commodity desks will be able to handle larger, more complex books without building equally large layers of administration. Small teams will have more time for counterparties, judgement, and commercial decisions because the operation no longer waits to be chased.

Begin where the impact is clearest. Then connect every workflow, system, and agent into one coordinated operation.

That is the company we are building LeedAB to serve.

Muiez Makkawi

Co-Founder & CEO, LeedAB