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Towards Agentic Performance Monitoring: A Kpi And Reporting Agent For Omnichannel Retail

Darian Reyes, Pierangelo Rosati
June 8, 2026
Published Date

Research Abstract & Technology Focus

Omnichannel retail requires tightly coordinated decisions across physical, digital, and social channels, yet legacy systems, data silos, and fragmented structures still impede effective performance monitoring.Recent advances in agentic AI offer new ways to orchestrate cross-channel decisions, but the design of dedicated KPI-centric agents remains under-specified.This TREO paper introduces a KPI and Reporting agent within a multi-agent omnichannel retail architecture.The agent aggregates operational data from channel-specific and functional agents, computes configurable KPIs for different stakeholder groups, and generates human-readable performance overviews supported by contextual explanations and suggested actions.A human-in-the-loop checkpoint ensures that automated insights remain under managerial control.We illustrate the design with early examples from a medium-sized retailer and outline a research agenda on agentic performance monitoring to enhance organisational agility and omnichannel integration.

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Frequently Asked Questions (FAQ)

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What is the core focus of the research titled 'Towards Agentic Performance Monitoring: A Kpi And Reporting Agent For Omnichannel Retail'?

This literature focuses on: Omnichannel retail requires tightly coordinated decisions across physical, digital, and social channels, yet legacy systems, data silos, and fragmented structures still impede effective performance monitoring.Recent advances in agentic AI offer ne...

How is the concept of 'Towards Agentic Performance Monitoring: A Kpi And Reporting Agent For Omnichannel Retail' being discussed by engineers on Hacker News?

Yes, highly correlated activity was mapped. An entry titled 'Show HN: Agent Skill Based on "Open Source Security at Astral"' discusses this: This submission presents an agent-driven skill for open-source security auditing, generating detailed HTML reports with findings and recommendation...

Are there commercial applications of 'Towards Agentic Performance Monitoring: A Kpi And Reporting Agent For Omnichannel Retail' in market news publications?

Yes, highly correlated activity was mapped. An entry titled 'Could Agentic AI be the killer app for the 40-year old PC? AMD thinks so — and wants you to jump on the Agent Computer bandwagon before it is too late' discusses this: AMD introduces Agentic AI on PCs, enabling autonomous task execution, persistent local models, and enhanced productivity for professionals and orga...

Are there commercial applications of 'Towards Agentic Performance Monitoring: A Kpi And Reporting Agent For Omnichannel Retail' in GitHub?

Yes, highly correlated activity was mapped. An entry titled '可否增强员工总览页面 - 支持查看历史会话记录与员工自定义信息' discusses this: This feature request for OpenClaw Control Center highlights critical gaps in agent observability and user customization. The inability to view hist...

Are there commercial applications of 'Towards Agentic Performance Monitoring: A Kpi And Reporting Agent For Omnichannel Retail' in Product Hunt?

Yes, highly correlated activity was mapped. An entry titled 'AgentPulse by Rectify' discusses this: Hey Product Hunt! I'm Umar, founder of Rectify. If you're running OpenClaw agents, you know the drill: SSH into your server, edit JSON configs, ta...

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