Retail Performance Agent
Store-performance analysis platform with a UPT/ATV/conversion engine and an AI advisor.
Overview
The Retail Performance Agent is a decision-support tool for store managers, born from a recurring retail problem: the numbers are there, but they rarely turn into actions. UPT, ATV and conversion are shown, not interpreted.
The performance engine computes UPT, ATV and conversion with trends and anomaly detection, so a drop or a spike does not go unnoticed. On top sits a conversational AI Performance Advisor that answers store managers' questions in chat.
The most useful part is the 20+ management guides: they turn a number into a concrete decision, because knowing conversion is low is useless if you do not know what to do on Monday morning. The product fills exactly that gap.
It includes targets, improvement tracking and regional benchmarking, with rankings by region and peer clusters. Store comparison becomes immediate, and performance differences emerge from data rather than impressions.
It is built on Next.js 15, React 19, TypeScript, Supabase, OpenAI GPT-4o, Recharts and shadcn/ui. Behind a clean interface is the idea that performance is managed with readable data and clear actions, not dashboards nobody opens.
Results
Store comparison becomes immediate through regional rankings and peer clusters, so performance differences emerge from data rather than impressions.
What's inside
- Performance engine (UPT/ATV/conversion) with anomalies
- Conversational AI Performance Advisor
- 20+ store management guides
- Targets, tracking and regional benchmarking