Brand sentiment, branch by branch

Every branch of a brand ranked by how customers rate it, weakest first.

MediumMonthlyAI

Investors, analysts & consultantsFinanceFood and drinkConsulting

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What it does

Every month: every branch of a brand in your cities, how customers rate each judged by xMap AI from its rating and number of reviews, the weakest branches first, emailed and mapped by review score.

In one sentence: Monthly on the 1st at 08:00, in London and Dubai, find fast food restaurants in the area, score and rank them with xMap AI, sort them by review_score and keep the top 20, then email the list to you and show them on a map.

Why it is useful

Branch-level ratings show operational problems before they show in sales.

Who it is for

Investors, analysts & consultants. Investors, analysts and consultants who need location numbers they can trust, on a schedule. Every use case for investors & consultants

Best use cases

  • An investor in a restaurant chain
  • A brand's operations team
  • A consultant

What each run gives you

  • An email
  • A map by review score

The time it saves

Monthly on the 1st at 08:00. Doing the same work by hand takes about 300 minutes each time; it runs about 1 time a month, so it saves about 5 hours a month (an estimate). It is medium: 7 blocks.

The flow, block by block

  1. On the 1st of every monthTrigger · ScheduleStarts the flow on a timetable.
  2. My citiesWhere · Area of interestSets where the flow looks: countries, cities or specific places, or areas you draw on a map.
  3. The brand’s branchesxMap 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. Rate how customers see them, with xMap AIxMap AI · xMap LLMTell the AI what to do in plain words.
  5. Weakest branches 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 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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