Poundcake – Personalized forecasting for smarter weight management

Summary: Poundcake uses longitudinal metabolic data and LSTM models to predict weight trajectories, including goal dates and success probabilities. It provides dynamic projections that update with behavior changes and offers proactive, text-style check-ins to improve consistency.

What it does

Poundcake forecasts your weight trajectory using machine learning and metabolic modeling, adapting predictions based on your individual patterns over time. It delivers updated projections and clear signals about whether current habits will achieve your goals.

Who it's for

It is designed for individuals seeking predictive insights into their weight management progress beyond traditional reactive tracking apps.

Why it matters

Poundcake addresses the gap in health apps by enabling early course correction through forward-looking, personalized weight forecasts rather than retrospective data logging.