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ChannelAdvisor Founder Launches GEO for Merchants

09/30/25
Source: SEO – Practical Ecommerce by Kerry Murdock. Read the original article

TL;DR Summary of How ReFiBuy Revolutionizes Ecommerce with AI-Driven Product Catalog Optimization

ReFiBuy leverages agentic AI to solve longstanding ecommerce challenges in product catalog organization and accuracy. Founded by ecommerce pioneer Scot Wingo, it ensures that large language models (LLMs) like ChatGPT and Claude receive clean, current, and comprehensive product data. The platform enhances the shopper journey by enabling LLMs to research, find, and buy products effectively, while continuously monitoring and optimizing product representation across AI marketplaces.

Optimixed’s Overview: Transforming Retail with AI-Powered Catalog Intelligence and Agentic Commerce

Scot Wingo’s Evolution from Marketplace Management to AI Innovation

Scot Wingo, a notable figure in ecommerce, has transitioned from pioneering marketplace tools with ChannelAdvisor to launching ReFiBuy, an AI-driven platform designed to tackle the complexities of product catalog data for retailers and brands. His deep experience addressing the lack of industry standards for product information inspired ReFiBuy’s focus on automating and refining catalog data for modern AI applications.

How ReFiBuy Enhances Ecommerce Through Agentic AI

  • Agentic AI Capabilities: Unlike traditional read-only large language models, ReFiBuy utilizes agentic AI that actively performs tasks such as identifying, correcting, and enriching product data.
  • Comprehensive Product Data Optimization: The platform ingests raw product feeds and ecommerce site data, then uses AI to detect missing or inaccurate information, recommending precise fixes to ensure data quality.
  • LLM Integration and Monitoring: ReFiBuy ensures that LLMs like ChatGPT, Claude, and Perplexity access accurate product information by helping merchants whitelist appropriate AI bots and continuously verifying product card appearances and correctness.
  • Continuous Quality Assurance: AI agents classify and monitor product representation, detect errors such as missing SKUs or formatting issues, and iterate on improvements until full catalog optimization is achieved.

Business Model and Market Impact

ReFiBuy offers subscription pricing based on SKU volume, starting at approximately $2,000 per month. By enabling retailers to provide high-quality product data to AI systems, the platform facilitates the emerging trend of agentic commerce, where AI not only assists shoppers in researching products but also actively supports purchasing decisions, thus reshaping the ecommerce landscape.

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