Proof of Execution

It's incredibly difficult for even qualified job candidates to tailor their resume perfectly for each application to satisfy automated screening tools (ATS).

The client's existing Python script for geometric image analysis was producing inaccurate results due to transparency and DPI handling errors, completely blocking their workflow.

Recruiters using the client's platform were inundated with hundreds of applications, but traditional ATS filters were too blunt. They needed an intelligent ranking system to serve as a core differentiator.

The client's core workflow was a 2-hour daily chore of manually scanning API data and placing bets through another platform. It was tedious, error-prone, and slow.

The client's team was spending hours each day manually looking up and transcribing hundreds of Betfair Starting Prices from a website into a spreadsheet.

Aspiring CAT students lacked an accessible platform with a large question bank and the engaging, competitive features (like leaderboards) needed to stay motivated.