Where ecommerce demand was going unanswered
For ecommerce businesses, shoppers arrive on category, product, and comparison queries at very different stages of intent. Mapping that demand against the pages that already existed turned the gap into a list of missing answers rather than a generic keyword export, with shopify publishes and ai queries set as the measures the work would be judged on.
