How to measure brand perception for a restaurant or café chain

To measure brand perception for a restaurant or café chain, score what customers say about you on a small set of fixed dimensions, such as trust, quality, service, value and digital experience. Score each branch separately, using the same 90-day window, so you can compare sites and track change over time.

Your reviews and social comments give you most of the data you need. Short surveys fill the gaps, and a national brand tracker shows how you compare with other chains. This guide shows how to combine them into one scorecard that marketing, operations and finance can all read.

In short:

• Brand perception is what customers believe about your brand. For a chain, measure it branch by branch, not only brand-wide.
• Score five dimensions: trust, quality, service, value and digital experience.
• Use reviews and social comments as the main source, with surveys and a national tracker for context.
• Review a scorecard monthly on a rolling 90 days, and act on the biggest gaps at your busiest branches.

What is brand perception for a restaurant or café chain?

Brand perception is what customers believe about your brand, based on their own visits and on what they hear and read from others. For a chain, it is built one site at a time: every branch adds to it or takes away from it.

It matters commercially. The Competition and Markets Authority estimates that as much as £23 billion of UK consumer spending is potentially influenced by online reviews each year (CMA, January 2025).

A star rating alone can't measure it, for three reasons.

• A rating hides the reason. A 4.2 doesn't tell you whether people love the food and hate the queues, or the other way round.
• A brand-wide rating hides the branch. A group average can look healthy while two busy sites pull it down. Our guide to finding the branch that drags down your rating shows the arithmetic.
• Chains are judged by the brand. Michael Luca of Harvard Business School studied every restaurant in Seattle from 2003 to 2009. A one-star rise on Yelp was linked to 5–9% more revenue for independents, but had no measurable effect for chain restaurants (Harvard Magazine, 2011). One reading is that customers rely on what they already believe about a chain. That belief is what you are measuring.

National brand trackers measure several dimensions for the same reason. YouGov's BrandIndex, for example, combines six: impression, quality, value, satisfaction, reputation and whether people would recommend the brand (YouGov, 2025).

Where does brand perception data come from?

Use reviews and social comments as your main source, because they arrive every day for every branch. Add surveys and a national tracker to answer questions reviews can't.

Customers spread their opinions across many channels, and recent ones count most. In BrightLocal's 2026 survey of 1,002 US adults, Google's share as a review source fell from 83% to 71% in a year, people used six review sites on average, and 74% looked for reviews from the last three months (BrightLocal, 2026). That is why the method below uses every channel and a 90-day window.

Two notes on the survey and tracker rows:

• Net Promoter Score is useful but not enough on its own. Fred Reichheld introduced it in 2003 as "the one number you need to grow" (Harvard Business Review, 2003). A later study of 21 firms found it wasn't clearly better than other loyalty measures at predicting growth (Keiningham et al., Journal of Marketing, 2007). Treat it as one signal among several.
• UK hospitality has its own tracker. CGA by NIQ's BrandTrack is a quarterly consumer survey covering satisfaction, likelihood to recommend, visit frequency and spend at UK eating-out brands (CGA). It shows where you stand nationally, but it won't tell you which branch to fix.

Which dimensions should a restaurant or café chain measure?

Five dimensions cover almost everything customers say about a food and drink chain. Keep the list fixed, so this quarter's scores compare with last quarter's.

Use a theme list of 15 to 25 items under these five dimensions, so every review can be tagged consistently. A coffee chain might split service into "speed at the till" and "barista knowledge", for example. A casual dining group might add "booking" under digital experience.

How do you build a brand perception scorecard?

Tag every review and comment against the five dimensions, turn the tags into a score for each branch, and review the scorecard monthly. Seven steps cover it.

1. Fix your dimensions and theme list. Use the five dimensions above and agree the themes under each before you start.
2. Collect 90 days of reviews and comments for every branch. Our guide to tracking Google reviews across every branch covers how to pull them into one sheet.
3. Tag each mention. One review can carry several mentions: "lovely staff but the croissant was stale" is a positive service mention and a negative quality mention. Mark each one positive, negative or neutral.
4. Score each dimension for each branch. Use a net score: positive mentions minus negative mentions, divided by all mentions of that dimension, times 100. The result runs from −100, all negative, to +100, all positive.
5. Lay out the scorecard. Put one branch per row and one dimension per column, add the group median at the bottom, and show the number of mentions next to each score.
6. Add survey and tracker results quarterly. Survey scores by site sit alongside the review scores. A national tracker shows whether the brand as a whole is moving.
7. Act on the biggest gaps. Each month, pick the one or two scores furthest below the group median at busy branches, read the reviews behind them, and fix the most common theme.

As a working rule, treat any score built on fewer than 10 mentions in 90 days as directional only.

Worked example: a 10-site café chain

This illustrative scorecard is for Bramble and Rye, an invented bakery-café chain. It shows how one scorecard separates branch problems from brand problems. The chain received 2,060 tagged mentions in 90 days.

Scores are net scores from −100 to +100. Four things stand out.

• Station Road has a service problem. It is the busiest branch, and its service score sits 63 points below the group median. Reading the reviews behind it would show the cause, such as queues at the morning rush.
• Harbourside has a quality problem. Its quality score is more than 30 points below the median while service is close to normal. That points to the kitchen or deliveries, not the front of house.
• Retail Park's digital score needs checking. At 12, it is far below the median, but the branch has the fewest mentions. Check whether its delivery-app listing or opening hours online are wrong before drawing conclusions.
• Value is a brand problem, not a branch problem. It is the lowest median score of the five, and it's low at almost every site. Fixing one branch won't move it; it needs a decision on pricing or portions for the whole brand. University is the exception, which may reflect a student deal worth looking at.

An average star rating would have shown none of this.

"The first question to ask of any low score is whether it's a branch problem or a brand problem. One needs a manager's attention; the other needs a decision at head office." — Bobby Idogho, Founder, Akili

What are the common mistakes when measuring brand perception?

Most go wrong in one of five ways.

• Measuring the brand but not the branch. A brand-wide score is useful for the board, but no one can act on it. Score each site.
• Changing the themes every quarter. If the list changes, the scores can't be compared. Add themes rarely and keep the old ones.
• Trusting small numbers. A score built on a handful of mentions can swing wildly. Show the mention count beside every score.
• Treating one channel as the whole picture. Google reviews, delivery apps and social comments often say different things. A site with good Google reviews can still be struggling on delivery.
• Measuring without acting. A scorecard only earns its keep if someone owns each gap and checks the score again after the fix.

No method measures perception perfectly. Reviews over-represent customers with strong views, surveys reach only the people who answer, and trackers cover the brand rather than the site. Using all three, and being clear about which number came from where, is more honest than relying on any one of them.

This is the work Akili was built to take on. Akili scores every branch on trust, quality, service, value and digital experience from reviews and social comments, compares sites with each other and with close competitors, and ranks what to fix first. It's well suited to UK café, bakery and restaurant groups. If you'd like to see it on your own branches, book a demo.

Frequently asked questions

What is the best way to measure brand perception for a restaurant chain?

Score what customers say in reviews and social comments against a fixed set of dimensions, such as trust, quality, service, value and digital experience, for each branch. Add surveys and a national brand tracker for context.

Is a star rating a good measure of brand perception?

Only partly. A star rating shows overall satisfaction but not the reason behind it, and a brand-wide rating hides differences between branches.

How often should a café chain measure brand perception?

Review the scorecard monthly on a rolling 90 days of reviews and comments, and add survey and tracker results quarterly.

Is Net Promoter Score enough to measure brand perception?

No. Net Promoter Score is a useful signal, but a 2007 study of 21 firms in the Journal of Marketing found it wasn't clearly better than other loyalty measures at predicting growth. Use it alongside review-based scores.

Can you measure brand perception without a survey?

Yes. Reviews and social comments give most chains enough data to score each branch every month. Surveys help when you need answers to a specific question, or about customers who don't post reviews.

Sources

• CMA secures important changes from Google to tackle fake reviews, Competition and Markets Authority, January 2025
• Local Consumer Review Survey 2026, BrightLocal, 1,002 US adults
• HBS study finds positive Yelp.com reviews lead to increased business, Harvard Magazine, October 2011, reporting Michael Luca's study of Seattle restaurants, 2003–2009
• Global Best Brands 2025, YouGov BrandIndex, 2025
• The One Number You Need to Grow, Fred Reichheld, Harvard Business Review, December 2003
• A Longitudinal Examination of Net Promoter and Firm Revenue Growth, Timothy Keiningham, Bruce Cooil, Tor Wallin Andreassen and Lerzan Aksoy, Journal of Marketing 71(3), 2007
• New BrandTrack Plus reveals important spending patterns at Britain's eating-out brands, CGA by NIQ, 2023

All insights