LLM ShelfRetail / e-commerce
Does AI recommend your store — or only the product?
The audit shows how AI guides a user from a need to categories, products, brands and retailers in this sector.
Request an auditWhere is the best place to buy a coffee machine, and which retailer offers good warranty support?
AI compares retailers, marketplaces, prices, availability, instalment plans, returns and reviews.
Which retailer offers the best balance of price and purchase security?
AI starts evaluating not only price but the entire shopping experience.
Example use cases
Best price
Same-day pickup
Return conditions
Instalment purchase
Specific SKU availability
Warranty support
Example personas
Price hunter
Smart shopper
Premium buyer
Urgent-need shopper
FAQ for retail and ecommerce
Does AI recommend brands or entire categories?
We measure both levels: whether AI reaches the category and whether it activates a specific brand.
How are prompts selected?
From real consumer needs, search language, product claims and competitors.
Do you analyse follow-ups?
Yes, because specific brands often appear only after the user narrows the question.
Does the audit include retailers?
Yes. Retailers and marketplaces can reinforce or take over the answer.
What do I receive after the audit?
KPIs, example answers, a competitive map and recommendations for marketing and ecommerce teams.