The question set is generated for your industry and location, so the report reflects how people actually shop for what you sell. These are the sectors we work with most.
Models compare you on location, price band, amenities and recent reviews. Wrong amenity claims (a pool you don't have, a breakfast you no longer serve) are the most common errors we see.
Buyers ask about specialisms, languages and certifications. Being absent from these answers often comes down to a website that never states them plainly.
Professional services are recommended on niche and trust signals. Directory listings and bar or association pages weigh heavily in cited sources.
Models lean on portals and expat forums. We show which ones shape your reputation and what they say.
Hours, menus and reservation policies are the facts models most often get wrong, usually from old aggregator data.
Product comparisons pull from review sites, documentation and competitor content. Readiness scores here focus on clear feature and pricing pages.
Local trades are recommended on coverage area and price transparency. A clear service-area page moves mention rates noticeably.
Accreditation, course formats and prices drive answers. Outdated course pages produce persistent errors.
Models cite marketplaces and press. We show whether your own store is being recommended or only your marketplace listings.
NOT LISTED?
The list above is where we have the most experience, not a limit. Question generation works for any industry where buyers might ask an assistant for a recommendation, from veterinary clinics to industrial suppliers. Locations can be a city, a region, a country, or "online" for businesses without a physical service area.
If your industry is unusual, we will share the generated question set with you for review before we run it, so you can confirm the questions match how your buyers really talk.
Tell us your industry and location and we will generate the question set.