How customers rate competitors

How customers rate your competitors, every week, the weakest first.

MediumWeeklyAI

Restaurants & cafesFood and drinkRetail

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What it does

Every week: competitors in your city, rated by xMap AI from their ratings and number of reviews, the weakest first. Emailed and mapped.

In one sentence: Mondays at 08:00, in Madrid, find cafés, score and rank them with xMap AI, sort them by review_score, then email the list to you and show them on a map.

Why it is useful

A rival whose rating slips is losing customers, and those customers are looking for somewhere else. This flow shows who is slipping and who is strong, every week.

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 owner watching rivals
  • A brand manager benchmarking branches
  • A consultant preparing a market review

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 cityWhere · Area of interestSets where the flow looks: countries, cities or specific places, or areas you draw on a map.
  3. CompetitorsxMap data · Map business scanFinds businesses on online maps live: name, category, rating, address, phone, website and whether it is open.
  4. How customers rate themxMap AI · xMap LLMTell the AI what to do in plain words.
  5. Weakest firstLogic · Sort and limitPuts the items in order, and can keep only the first ones: the 10 best rated, the 20 nearest, the highest fit scores.
  6. Email me the summaryAction · EmailSends one email per run with all the items, or one email per item.
  7. Competitor 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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