Ecommerce brands track share of voice in paid and organic search but have zero visibility into AI platforms. AI share of voice measures how often your brand gets recommended by ChatGPT, Perplexity, and Google AI Overviews. Here is how to measure it and why it matters now.
AI search platforms like ChatGPT and Perplexity pull structured data differently than Google. This guide breaks down the four schema types, critical fields, and audit steps ecommerce brands need to make their products visible in AI-generated answers.
AI search drives high-converting traffic to ecommerce sites, but 70.6% of it is invisible in GA4. This guide covers how to set up LLM traffic attribution, build revenue measurement frameworks, and turn AI search into a measurable channel.
Ecommerce brands need three search disciplines in 2026: SEO for Google rankings, AEO for AI direct answers, and GEO for influencing AI outputs. Most are only doing one. Here is what separates them and how to measure the full picture.
AI search now influences over 595 billion dollars in retail ecommerce. We ranked 10 AI visibility tools on what matters most for ecommerce brands: SKU-level product tracking, revenue attribution, and first-party data integration.
AI engines don't just read your site. They triangulate from off-site sources to decide which products to recommend. Here are the 7 off-site citation sources that drive AI product recommendations, each with a tactical playbook for ecommerce brands.