How to find recurring complaints in your customer reviews.

Why your star average hides recurring complaints

A star average tells you how customers feel overall. It does not tell you what keeps breaking.

A location can sit at 4.5 stars for a year while the same complaint shows up every few weeks. Five-star reviews from happy regulars pull the average up and bury the repeat. Across several locations it gets worse: a group average blends a strong store with a struggling one, and the problem at one address disappears into the number.

Stars also flatten very different complaints into one score. A one-star review about a rude phone call and a one-star review about a billing mistake count the same, even though they need different people to fix them. The fix lives in the words, not the rating.

So stop asking "what is our rating?" and start asking "what did customers complain about, how many times, and where?" That is a counting problem, and you can solve it by hand.

How to find recurring complaints, step by step

You need a spreadsheet, your review profiles, and about an hour per location the first time. After that it is a short weekly habit.

1. Pull the last 90 days of reviews for each location.

Go to each location's Google Business Profile, plus any other site where your customers leave reviews, and copy every review from the last 90 days. Keep each location separate. Ninety days is long enough to see repeats and short enough that the complaints still describe how you run today.

2. Read the low-star reviews and the 4-star reviews.

Start with the 1, 2 and 3 star reviews. Then read every 4-star review, because that is where the polite complaints live: "great food, but the wait was long", "love this gym, but the showers are dirty". A customer who still gives you four stars and mentions a problem anyway is telling you something worth counting. Five-star reviews rarely carry a complaint, but skim them for a "but".

3. Tag each complaint with one theme, in the customer's words.

Give every complaint one short theme. Use the language customers use, not your internal jargon: "no update on my car" beats "communication gap", and "billed after cancelling" beats "membership process". If one review has two separate complaints, give it two rows. Keep your theme list short and reuse the same wording every time, or your counts will split across near-duplicates.

4. Count themes by location and by 30-day window.

Sort or filter the sheet by location, then by theme, then by date. For each location, count how many times each theme appears in each 30-day window. This is the step that turns a pile of reviews into a short list of repeats.

5. Separate one-off bad days from repeats.

Three complaints from the same Saturday, when you were short two people, is a bad day. Note it and move on. The same complaint spread across different days, shifts and customers is a repeat, and repeats are what this method exists to find. Look at the dates before you call anything.

6. Call it a pattern at three.

When the same theme shows up three times at one location inside 30 days, call it a pattern. Replio's own threshold is the same three: at least three complaints in one theme at one location inside its measurement window. One complaint is a story. Two might be coincidence. Three, at the same place, inside a month, is something in how that location runs. The threshold keeps your team working on what keeps breaking, not on every loud review.

7. Give the pattern one owner, a due date, and a re-check.

Write one name next to the pattern, one due date, and what proof looks like when it is done. Then put a date on the calendar to re-read the reviews that come in after the fix. The next section covers how to make that concrete.

What recurring complaints look like, by industry

Themes differ by business, but they are always concrete. Here is what customers actually write about in four kinds of local business. Use these as a starting list for your tags, then rename them to match what your own customers say.

Restaurants and cafes

• Missing items in takeout and delivery orders, or the wrong order.
• Long waits at peak times.
• Cold food, or food that sat too long before it went out.
• A mobile order that was not ready at the promised time.

Auto repair shops

• No updates while the car was in the shop.
• The wait ran past the time they were quoted.
• Surprise charges on the final bill.
• Being sold work they did not need.
• The repair did not fix the problem.
• Different service advisors saying different things.

Gyms and fitness studios

• Hard to cancel, or billed after cancelling.
• Unhelpful staff.
• Not enough classes.
• Too busy at the times people want to train.
• Broken equipment.
• Hygiene: dirty showers, changing rooms or machines.

A 2022 UK analysis reported, from more than 1,800 Trustpilot gym reviews, that unhelpful staff came up in 24.3% of negative reviews, not enough classes in 17.0%, too busy in 15.8%, equipment in 14.8%, and hygiene in 8.6%. Your own counts will differ by location, which is exactly why you count them per location.

Home services: HVAC, plumbing and similar

• Late arrivals, and no call ahead.
• A rude technician.
• Upselling, or a scare diagnosis to sell a bigger job.
• Repeat visits without a fix.

Notice that none of these are "bad service". Each one names a moment in the job that someone can own. That is the level of detail your themes need.

Turn the pattern into an action item

Finding the pattern is half the job. A pattern with no owner just becomes a longer list next month. Every pattern needs four things written down:

• One owner. A single named person, not "the team" or "management". If two people own it, nobody does.
• A due time. A date, or a shift, when the action is in place.
• What proof looks like. Decide up front how you will know the action happened: a photo, a checklist, a log entry, a text sent. Proof that the work happened is not proof the complaint stopped; that comes later.
• A re-check at 30, 60 and 90 days. Re-read the reviews for that location and theme after the action. Did the complaint keep showing up, slow down, or stop? If too few reviews came in to tell, say so and keep watching.

The action itself should be small and specific enough that anyone could check whether it happened. Here is one example for each industry above.

Where software helps, and where Replio fits

The spreadsheet method works. Its weak point is time: copying reviews, tagging, and counting by hand gets old fast, especially across several locations. Software helps with the collecting and the counting. It cannot replace the owner.

Here is what Replio does today, plainly:

• One place for reviews. Replio pulls Google reviews, and Yelp, for each location into one place.
• Replies a person approves. Replio drafts replies. A person on your team approves and posts them, and nothing posts without that approval. Replio can publish an approved reply to a connected Google Business Profile.
• Rex, by text. Rex, Replio's assistant, answers questions about your reviews by text.
• Automatic complaint grouping, for food and drink today. Replio groups complaints for you, calls a pattern at three, and gives it an owner, a due time, proof, and a later check that measures whether the complaints stopped. That grouping is tuned today for restaurants, cafes, coffee shops, bakeries and bars.

If you run a different kind of business: the review inbox and approved replies work for any business with a Google Business Profile. Automatic theme grouping for your industry is not built yet. Use the spreadsheet method above for the patterns, and talk to us if you want to be early.

Replio costs $149 per location per month, billed monthly. See the pricing page.