LLM ShelfFood
Does AI guide consumers to your product — or to another category?
The audit shows how AI guides a user from a need to categories, products, brands and retailers in this sector.
Request an auditWhat should I eat after a workout if I need something filling but do not want another protein shake?
AI suggests skyr, Greek yoghurt, cottage cheese, eggs, protein bars and homemade meals.
Give me specific products available in Poland that I can take to work.
Only at this point does AI start naming brands, retailers and specific product formats.
Example use cases
Quick breakfast on the go
Snack for work
Post-workout meal
Product for a child
Reducing sugar
High protein
Example personas
Active professional
Parent shopping for the family
Consumer on a calorie-reduction plan
Recreational athlete
FAQ for the food sector
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.