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ServeSmart: Predicting Customers for Small Businesses

A forecasting tool that helps small businesses plan staff and inventory. 2nd place in the small business division at Hack MHS.

When
May 2025
Event
Hack MHS, 24-hour hackathon
Result
2nd place, small business division (90 participants)
Role
Co-creator
Stack
TensorFlow, React, Flask

Overview

Small businesses lose money when they misjudge how busy a day will be. ServeSmart predicts daily customer counts so owners can staff and stock accordingly and reduce waste.

How it works

  • A recurrent neural network built in TensorFlow predicts the next day's customer count
  • Predictions use factors like the previous day's customers, the day of the week and the weather
  • A React front end and a Flask back end serve the predictions

Result

Our team won 2nd place in the small business division at Hack MHS, out of 90 participants overall.