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A Point of Sales application with an AI product recommendation using Content Based Filtering and Apriori based on transactions amount.

Users & Scale
MSMEs Food and Beverage
Micro, Small, and Medium Enterprises (MSMEs / UMKM) are the key of Indonesia's economy. They contribute up to 61% of national GDP, reaching 65.6 million business units (99% of all business), and employ 97% of the Indonesian workforce.
Many MSMEs in Indonesia still track their sales manually. It creates error in record, limit business monitoring, and harder for owner to plan future sales strategies.
We built POSnova, a Point of Sales application, with the transactions monitoring, and AI Recommendation to help owner discover new sales opportunity
During the development, the main challenge was interviewing MSMEs owners to truly understand their daily sales pain point and needs.
Overall, the app is ready to bring value to the MSMEs, especially in Food and Beverage.