LLM ShelfConsumer electronics
Does AI put your product on the shortlist?
The audit shows how AI guides a user from a need to categories, products, brands and retailers in this sector.
Request an auditI need a phone with a good camera for under PLN 2,000. Which model is best?
AI compares the camera, battery, storage, screen and software support.
Which one is best for taking photos at night?
AI narrows the list and starts explaining why specific models are better choices.
Example use cases
Camera phone
Work laptop
Gaming laptop
Running headphones
TV for a small living room
Robot vacuum
Example personas
Student
Gamer
Parent buying for a child
Content creator
FAQ for consumer electronics
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.