AI360 Retail
An AI-powered retail analytics platform for planogramming, shelf compliance monitoring, and sales trend analysis — giving merchandising teams real-time visibility into store performance.
6 months
ai360retail.comFeatures
- Automated planogram generation and shelf layout management
- Computer vision-based compliance checking against planogram targets
- Sales trend dashboards with drill-down by store, region, and SKU
- Drag-and-drop shelves editor
- Compliance routines and alerts with escalation workflows
- Role-based access for merchandisers, managers, and admins
Tech Stack
Next.jsTypeScriptNode.jsExpressMongoDBMongooseAnt DesignDnD KitReduxNodemailerBull MQZodRedisDockerGitlab CI/CDPortainerNginx
Key Insights
- HITL (Human-in-the-Loop) processes were essential for improving the computer vision model over time with real user feedback
- Keeping Workers like Email Worker, Compliance Routines Worker separate on the backend kept service boundaries clean
- Implementing Bull MQ for background jobs allowed for better scalability and reliability of non-critical tasks
- DnD Editor provided the users flexibility needed for a freeform shelf editor
- RBAC with ladder escalation workflows proved essential for the compliance monitoring features