SShahid Noushad.
All case studies

Product & Client Solutions / 2024

Client workflow automation: 43-team hackathon with 40% automated review efficiency.

Translating complex client operational bottlenecks into an internal innovation hackathon, complete with AI-assisted wireframing and automated PR evaluation.

My role
Product Manager & Hackathon Lead
Read time
5 min read
Teams evaluated
43
Finalists shortlisted
5
PR review effort cut
~40%
Custom PR review script
1

Problem

A client enterprise was experiencing severe operational friction managing their full chauffeur dispatch and operations workflow. They needed a software system to eliminate these headaches, but building it required maintaining strict confidentiality over the client's identity and proprietary business logic during open student development.

My Role

I acted as the end-to-end Product Manager. I led direct client requirement gathering, authored the technical PRD, designed interaction prototypes, organized an internal hackathon with 43 competing teams, and spearheaded the evaluation architecture.

What I Did

  • Conducted discovery sessions with the client to analyze their daily operational pain points and map the complete operational workflow.
  • Drafted a detailed Product Requirement Document (PRD) and created initial UI/UX wireframes with AI design tools to validate user journeys with both client and engineering stakeholders.
  • Structured an internal 43-team hackathon, abstracting sensitive business logic so student engineers could build robust prototypes without exposing confidential client information.
  • Authored a custom automation script to query the GitHub API, track open pull requests, and analyze code diffs across all 43 repositories.
  • Reviewed and evaluated every team's submissions in a hybrid loop—using automated diff analysis to pinpoint critical areas, cutting manual PR review overhead while verifying code quality.

Tools

PRD Specification, UI/UX Wireframing, Python (GitHub PR Automation Script), GitHub API, Agile Evaluation Rubrics.

Outcome

  • Evaluated 43 engineering teams down to 5 shortlisted finalist squads for client review and final cash prize allocation.
  • Reduced manual PR evaluation headache by ~40% through targeted script-based diff inspection.
  • Delivered an end-to-end validated product prototype and architectural foundation that solved the client's operational bottlenecks.