From products to ecosystems — AI-powered retail
Retailers as orchestrators of partner ecosystems — agentic AI for demand planning, conversational enterprise systems, and runtime integration instead of hard-coded workflows.
Rahul Mahajan
RetailNews / The Retail Podcast · 5 min read
In retail conversations, Rahul argues AI’s impact is architectural: retailers become orchestrators of partner ecosystems — insurance, services, specialists — not just sellers of SKUs.
Agentic systems help connect new partners at runtime instead of hard-coding every workflow.
Demand planning, conversational enterprise systems and humanized personalisation sit on knowledge graphs, vectors and agent architectures — so the store becomes a node in a living network, not a static catalogue.
Key points
- From SKU seller to ecosystem orchestrator.
- Runtime partner integration via agents.
- Knowledge graphs and vectors under personalisation.
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