CraveCast: Stop Guessing Batch Sizes & Burning Cash — AI Demand Forecasting for Home Food Side Hustles
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built If you’ve ever run a home food business—whether baking custom cakes, prepping weekly tiffin boxes, or running a late-night cloud kitchen—you know the Margin Trap : Over-prep by 15 portions , and you
Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission 💸
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle
If you’ve ever run a home food business—whether baking custom cakes, prepping weekly tiffin boxes, or running a late-night cloud kitchen—you know the Margin Trap:
Most home food entrepreneurs make daily prep decisions based on pure gut feeling. They don't have access to enterprise demand planning software, nor do they have time to manually analyze weather forecasts, mid-month wallet slumps, or temperature spikes.
CraveCast changes that. It is a specialized, open-source AI operational co-pilot built specifically for micro food side-hustles.
Local Inputs │ ▼ ┌──────────────────┐ │ TabPFN Engine │ ──► Zero-Shot Portion Demand & Waste Risk % └──────────────────┘ │ ▼ ┌──────────────────┐ │ Dish Procurement │ ──► Dynamic Grocery Matrix (Flour, Butter, Meat, Boxes) └──────────────────┘ │ ▼ ┌──────────────────┐ │ Gemma Synth │ ──► Pre-Order Broadcast (1-Click WhatsApp Launch) └──────────────────┘
🔗 Live Application: https://crave-cast-seven.vercel.app/
An AI agent pipeline combining zero-shot tabular demand forecasting, dish-specific grocery procurement, pre-order social synthesis, and full Sentry telemetry tracing.
CraveCast is a culinary-themed AI decision dashboard designed for home-based food entrepreneurs, cloud kitchens, meal preppers, and artisanal bakers. By analyzing hyper-local environmental factors—such as day of the week, weather forecasts, ambient temperature, and payday cycles—CraveCast predicts exact batch prep requirements, estimates food spoilage risks, and calculates protected capital.
Additionally, CraveCast automatically synthesizes dish-specific raw ingredient shopping lists and generates high-converting pre-order broadcasts for WhatsApp and Instagram to lock in orders before cooking starts.
🧠 TabPFN Zero-Shot Demand Engine: Predicts optimal batch sizes and calculates waste risk percentages based on real-time operational factors.
📊 TabPFN Decision Matrix Breakdown: Explains the exact reasoning behind portion…