How customers rate the cafes around me

How customers rate the best cafes around each of your branches, every week.

MediumWeeklyAI

Restaurants & cafesFood and drink

Use this template

What it does

Every Monday: the 10 best-rated cafes within 1 km of each of your branches, how customers rate each judged by xMap AI from its rating and number of reviews, emailed as a digest and mapped.

In one sentence: Mondays at 08:00, take your table, find coffee shops and cafes nearby, remove duplicates, score and rank them with xMap AI, then email the list to you and show them on a map.

Why it is useful

Your neighbours' ratings tell you what customers in your area expect and who is winning them. One digest a week replaces an hour of checking maps.

Who it is for

Restaurants & cafes. Owners and operators of restaurants, cafes and food brands watching competitors, reviews and the next branch. Every use case for restaurants & cafes

Best use cases

  • A cafe group with five branches
  • A restaurant brand planning a menu change
  • A franchise owner

What each run gives you

  • A weekly ratings digest
  • A map by review score

The time it saves

Mondays at 08:00. Doing the same work by hand takes about 90 minutes each time; it runs about 4 times a month, so it saves about 6 hours a month (an estimate). It is medium: 7 blocks.

The flow, block by block

  1. Every MondayTrigger · ScheduleStarts the flow on a timetable.
  2. My branchesYour data · My dataBrings in a table you uploaded or a list you saved on the My data page: your stores, customers, target accounts or sites.
  3. Cafes around each branchxMap data · Nearby placesPlaces around a point from xMap’s own places database (300M+ places, refreshed every month): pick the types of place (more than 5,000, such as Restaurant, Cafe, Pharmacy, Hospital or Gas station, or a whole group of them) and how far to look.
  4. Each cafe onceLogic · Remove duplicatesKeeps one of each item when the same one arrives more than once, for example from two searches that overlap.
  5. Rate how customers see them, with xMap AIxMap AI · xMap LLMTell the AI what to do in plain words.
  6. Email me the listAction · EmailSends one email per run with all the items, or one email per item.
  7. Show them on a mapAction · Show on a mapShows the results as points on a map, with the area of interest.

Every block can be changed after you use the template: the city, the type of place, the score, where the results go.

Use it now

Answer a few questions, enter your work email, and it runs in your own account, kept running until you pause it. Use this template.

How to set it up

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