mise.ai
AI-powered restaurant intelligence platform
Overview
mise.ai is an intelligent system designed to help restaurants gain actionable insights through AI-powered analytics. The platform integrates machine learning models with backend services to deliver real-time recommendations and intelligence for restaurant operations.
Problem
Restaurants struggle with data-driven decision making. They lack tools to understand customer patterns, optimize operations, and leverage their data effectively. There's a disconnect between raw operational data and actionable business insights.
Solution
mise.ai bridges this gap by:
- Ingesting restaurant operational data at scale
- Applying ML models to extract meaningful patterns
- Serving real-time, actionable insights via API
- Providing a user-friendly interface for stakeholders
Technical Architecture
Backend Services:
- Built with Python and FastAPI for high-performance API serving
- PostgreSQL for structured data and analytics queries
- Kafka for real-time event streaming and data pipelines
- AWS infrastructure for scalability and reliability
ML Pipeline:
- Custom ML models trained on restaurant data
- Real-time inference for immediate insights
- Feature engineering for business-relevant metrics
Key Achievements
- Handles restaurant data ingestion at scale
- Sub-second latency for insight queries
- Successfully deployed with real restaurant partners
- Demonstrates product-first engineering with ML integration
Tech Stack
Python
FastAPI
PostgreSQL
Kafka
Machine Learning
AWS
Docker