Google Shopping and AI search now share the same product graph. Your Merchant Center feed hygiene quietly became an AI visibility asset. Here's how to treat both channels as one discovery system.
Your AI shopping assistant doesn't know your products. It retrieves from your catalog. That means accuracy is bounded by how complete your data actually is. Here are the six fields that set the ceiling.
AI agents are completing purchases on behalf of shoppers, but they vanish after checkout. The buyer lands in your system as a stranger. Here are five post-purchase gaps most brands don't see, and a practical checklist to close them.
Not every tool that puts AI in its name earns the label. This guide covers six criteria that separate genuine AI powered knowledge base software from legacy help centers, how to categorize tools by use case, and how to run a 30-day evaluation.
AI hallucinations usually start with a documentation problem, not a model problem. This guide covers the four authoring habits that most affect retrieval accuracy: self-contained sections, semantic headings, explicit conditions, and structured formatting.
Google Merchant Center disapprovals signal the same data gaps that make your products invisible to ChatGPT, Perplexity, and Gemini. This post explains the connection and how to fix both channels at once.