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11 posts tagged citation share.
MCP is the open standard for letting AI agents talk to your systems. Here's what it is, why merchants should care, and when it actually matters for catalogs.
AI Overviews, shifting link signals, and two 2026 core updates have changed what national SEO campaigns must do. Here's what's actually driving results now.
Franchise systems at 100+ locations hit a different SEO problem than independent multi-location brands: brand-vs-franchisee cannibalization, inconsistent GBP operations, and content patterns that work at 20 locations and fail at 200.
Ecommerce stores that structure content for AI-generated answers get cited at the top of search. This guide covers exactly how to optimize for AI Overviews and ChatGPT Search to win those citations at scale.
AI assistants are a new abstraction layer on top of search, acting as synthesis engines rather than traditional crawlers. For ecommerce, this means product discovery relies less on keyword rankings and more on an AI's comprehension of reviews, forums, and public sentiment about your product.
Citation share is the cleanest single number for AI search visibility — but only if the methodology is sound. How Workspace measures it, where the off-the-shelf alternatives fit, and what the methodology has to handle to produce data you can trust.
We ran the same shopping-intent prompts across ChatGPT, Perplexity, and Claude. The citation behavior gap was 86 percentage points. Here's the engine-by-engine breakdown.
BigCommerce B2B Edition's Customer Groups and Price Lists are the right tools for B2B pricing — but they introduce SEO questions about what crawlers should index, what schema should claim, and how to keep gated pricing out of the public layer.
Most AI visibility dashboards track the wrong things — vanity counts of mentions, no competitor context, no engine breakout. The five metrics worth tracking, and the three to stop wasting time on.
AEO is not a buzzword rebrand of SEO. The disciplines share infrastructure but optimize for different surfaces, signals, and outcomes. Here's the real comparison.
Answer Engine Optimization audits aren't a yearly artifact — they need a quarterly cadence to keep pace with how ChatGPT, Perplexity, Claude, and Gemini change what they cite. The 8-checkpoint framework we run for clients.
