Agentic Commerce Exposes the Limits of Legacy Product Data

Turning Product Review Sentiment Analysis Into Clear Shopper Insights

AI shopping agents are becoming the front door to grocery ecommerce.


But most product catalogs were never built to support them.

This short presentation below shows where agentic commerce breaks today and why incomplete product data turns AI assistants into lost baskets.

This is relevant if you own digital commerce, ecommerce, data, or AI for a grocery retailer.

See where your agent will fail before shoppers do.

We’ll run your catalog against real shopper intent and show the questions your data cannot answer, the products your systems hide, and the revenue at risk.

Book a 30-minute Agent Readiness Review

Every one-point improvement in search relevance can drive a 15–25 percent lift in conversion.

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Learn why Harmonya is trusted by top CPGs and retailers in a brief product demo.