What needed to be solved
- Automated system for collecting award flight availability data from frequent flyer programs
- The product needed enough polish and structure to move from idea to usable production experience.
Automated system for collecting award flight availability data from frequent flyer programs
Built an automated system for collecting award flight availability data from different frequent flyer programs.

Role
Full Stack Build
Stack
9+ tools
Status
Delivered
Product type
AI
Complexity
production
Ownership
Shareable proof
Launch signal
Founder-ready MVP
Premium Case Flow
Each project surfaces what matters most: what risk existed, what was built, and what became usable after launch.
Product Detail
Built an automated system for collecting award flight availability data from different frequent flyer programs. Developed a comprehensive backend solution using Node. js that systematically scrapes and aggregates flight availability data from multiple airline frequent flyer programs.
Screens
A closer look at the shipped experience and product interface.


Stack
The stack is shown as shipped — the full technical surface area at launch.
Bring the idea, messy notes, or half-built product. I will help shape the build path and ship the core product.