AEO
When AI Describes Your Brand Wrong: Fixing Entity Consistency
AI describes your brand wrong when its sources disagree. A five-step fix: audit every answer engine, reconcile the properties you control, correct the sources AI trusts.
AEO
AI describes your brand wrong when its sources disagree. A five-step fix: audit every answer engine, reconcile the properties you control, correct the sources AI trusts.
AEO
No AI-specific product schema exists. Here are the Product + Offer JSON-LD fields, GTIN rules, and variant modeling deciding whether AI engines recommend your SKUs.
AEO
Blocking GPTBot stops model training, not ChatGPT Shopping. See what each AI crawler controls and what your eCommerce store should actually block in robots.txt.
AEO
AEO (Answer Engine Optimization) is how brands get cited in AI answers from ChatGPT and Google AI Mode. What it is, and what it means for eCommerce.
AEO
ChatGPT doesn't rank pages, it selects products from structured feeds. Strong Google rankings don't transfer. Four specific signals determine who appears in AI shopping carousels.
AEO
50+ tools track AI brand mentions, but mentions don't drive product recommendations. Here's what actually gets eCommerce products recommended.
AEO
The AI shopping customer journey has 9 intent stages, from Problem Recognition to Post Purchase. Each changes what ChatGPT shows shoppers and which brands.
AEO
Lulus tops ChatGPT's fashion picks, in 1,515 of 5,072 carousels. Zara shows up in only 100. Winners own their feeds, ratings, and price data.
AEO
ChatGPT showed products for 59.5% of 8,520 shopping queries. Intent stage decides it: 93.0% at checkout vs 2.8% after purchase. Here's how to get picked.