Product

Expense Assist AI — AI expense management product

Explored the concept with the team, built 2 prototypes/POCs to validate the workflow, and then implemented the final product myself using an agentic AI workflow.

The Challenge

The product started as an early-stage expense automation idea that needed validation, workable logic, and a path from concept to a real implementation.

The Approach

I helped define the product logic with the team, translated the concept into 2 validation prototypes, and then owned the final implementation myself using an agentic AI development workflow.

The Outcome

The team moved from an exploratory idea to a working expense product with validated workflow logic and a real implementation in place.

Interested in working together?

mail@mahmad.net
Back to Index

Need a hands-on product partner?

If you are shaping an MVP, untangling a complex product, or need stronger execution around delivery, I am open to the right conversations.

Currently available for select Q3-Q4 2026 projects.

© mahmad.net. Built with 🖤 x Antigravity.