The logic of time-tested data rules + the power genAI.
Rewrites titles to each channel's query patterns. You approve before anything publishes.
Maps every SKU to each channel's taxonomy — no manual browse-node work.
Flags weak attributes and missing fields before the channel does.
How ChatGPT, Gemini, and Perplexity read your catalog — and what gets products cited.
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Service felt like a direct extension to our marketing team.
Kadion Preston · Founder and CEO
One product source, shaped to each channel's spec — and kept current.
Our team runs the feeds. You run the business.
A curated library of prebuilt rules.
Very efficient and well-designed.
Leo Linthong · Ecommerce Manager
Investigative writing on product data, channel mechanics, and the cost of getting your feed wrong.
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The complete guide to product feed management: what a feed is, why channels reject unmodified store data, how the six-stage pipeline works, and how to run one catalog across 40+ channels without spreadsheets.
Your product_type hierarchy shapes how Google Shopping and PMax learn, segment, and bid. Learn how taxonomy depth affects ROAS, cohort resolution, and campaign performance.
Learn how ChatGPT, Perplexity, Google AI Mode, and Microsoft Copilot read product feeds, what data influences recommendations, and how to optimize your catalog for AI shopping visibility.
Amazon removed the Buy Box eligibility gate. Learn how the new Featured Offer ranking model changes seller competition and why feed quality now matters more.
Learn how Google automatically categorizes products in Merchant Center, why it impacts Shopping performance, and how to override product categories correctly.
Learn why Google Merchant Center disapproved products silently disappear from Shopping ads, how to find them, and how to prevent hidden performance losses.
Learn how Google Shopping reads product titles, why title structure affects search matching, and how optimized feed titles improve Performance Max performance and product visibility.
Confused by ACP, UCP, AP2, MCP, and AI shopping protocols? Here's how the agentic commerce stack works—and why product data remains the layer merchants control.
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One investigative issue a month on product data, feed architecture, and channel performance.
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