EC Stockout Prediction AI Development - For Small D2C Businesses
EC Stockout Prediction AI Development - For Small D2C Businesses
EC Stockout Prediction AI Development - For Small D2C Businesses
Based on confidentiality obligations, the images displayed on this page are for reference purposes.
Based on confidentiality obligations, the images displayed on this page are for reference purposes.
DURATION
1 Month
1 Month
INDUSTRY
Retail
Retail
AI
AI
AI
DX
DX
DX
Inventory forecast
Inventory forecast
Inventory forecast
System Development
System Development
System Development
Summary
We built a system that centralizes inventory and sales data across multiple malls and our e-commerce site, using an AI model to predict future stockout risks. Results are instantly sent via Slack and email, and a dashboard visualizes the status, reducing inventory management workload and minimizing lost opportunities.
We built a system that centralizes inventory and sales data across multiple malls and our e-commerce site, using an AI model to predict future stockout risks. Results are instantly sent via Slack and email, and a dashboard visualizes the status, reducing inventory management workload and minimizing lost opportunities.
100%
Stock availability rate
20 hours/month
Reduction of business hours
Challenge
The client has been extremely busy with daily operations while managing multiple sales channels, leading to a situation where inventory management has been lagging. In particular, there have been frequent stockouts of popular products, and delays in restocking have resulted in lost sales opportunities, impacting revenue. Additionally, the need to check multiple systems individually to understand the inventory status has placed a heavy burden on the staff and has led to a reliance on individual knowledge, which has also become a challenge.
The client has been extremely busy with daily operations while managing multiple sales channels, leading to a situation where inventory management has been lagging. In particular, there have been frequent stockouts of popular products, and delays in restocking have resulted in lost sales opportunities, impacting revenue. Additionally, the need to check multiple systems individually to understand the inventory status has placed a heavy burden on the staff and has led to a reliance on individual knowledge, which has also become a challenge.
Approach
We created a system that integrates and updates inventory and sales data from multiple e-commerce channels daily. An AI model predicts stockout risks using sales trends, current inventory, and lead time. Automatic alerts are sent to Slack or email when needed. A dashboard visualizes inventory and risk items for easy status checks. This reduces dependency on individuals and prevents stockout losses, improving efficiency and sales opportunities.
We created a system that integrates and updates inventory and sales data from multiple e-commerce channels daily. An AI model predicts stockout risks using sales trends, current inventory, and lead time. Automatic alerts are sent to Slack or email when needed. A dashboard visualizes inventory and risk items for easy status checks. This reduces dependency on individuals and prevents stockout losses, improving efficiency and sales opportunities.
Next projects.
© 2025 Phinx, Inc.
Let's talk.
If you have any problems with IT, design, marketing, or recruitment, please feel free to consult us.
Quick Response
We typically respond within 1-2 business days.
Clear steps
We will provide specific next steps and a clear estimate.
Let's talk.
If you have any problems with IT, design, marketing, or recruitment, please feel free to consult us.
Quick Response
We typically respond within 1-2 business days.
Clear steps
We will provide specific next steps and a clear estimate.
© 2025 Phinx, Inc.
Let's talk.
If you have any problems with IT, design, marketing, or recruitment, please feel free to consult us.
Quick Response
We typically respond within 1-2 business days.
Clear steps
We will provide specific next steps and a clear estimate.