AI doesn’t fail inside companies.
Workflows do.

I help leaders redesign how decisions and execution work so AI creates leverage instead of noise.

YY Sng working on a laptop

Most teams add AI to existing workflows.

Work speeds up.

But decisions still bottleneck at the same places.

Junior staff execute faster.

Senior judgment doesn't scale.

Inside operating companies, the pattern is consistent:

AI changes outcomes only when workflows change with it.

That's where I work.

Let's talk AI systems.

Real builds. Real constraints. Real conversations.