Who it is for
Review analysis for shops and local services
Retail and local services produce the most one-sentence reviews and the most ratings without text. The value here comes from separating what can be fixed this week from what needs a process change.
What keeps coming back in customer reviews
Patterns recurring in shops, mail order and local services.
Delivery and lead time
Not the duration but the gap between promised and actual. The complaint forms on the day it was meant to arrive.
Returns and complaints
A procedure customers discover only when they need it. The most common reason for one-star ratings on a good product.
Stock against the website
Ordered, paid for, unavailable. A complaint that undermines trust in the whole shop, not one item.
Contacting support
An unanswered message, a helpline with no human, a ticket with no number. In retail this is the category where improvement comes fastest.
Goods matching the description
Size, colour, what was in the box. When it recurs it usually concerns one product category.
Prices and promotions
A different price at the till than on the shelf, a promotion that did not apply in the basket. An operational detail with an outsized effect on the rating.
Where reviews about your shop live
Google Maps collects local customers, Facebook regulars, and for mail order the comparison sites where price-conscious buyers end up. Mutterbox pulls Google Maps and Facebook automatically; comparison sites appear as places to check, together with a hint on collecting reviews there automatically.
Analysis categories in this industry
In stock online, missing in the shop
The complaint concerns customers who travelled specifically for one product. It runs all year and peaks during sales, when stock levels move fastest.
„The website said available, I drove across town and it turned out it had sold out a week earlier" Google · 16.02.2026 · review #9041
„I checked availability before leaving, in the shop I was told the system does not update" Facebook · 30.01.2026 · review #8877
Questions from shops and services
We sell through several channels. Which should we connect?
Start where customers actually write — usually Google Maps for local sales and comparison sites for mail order. Every additional source connected to the same venue raises card confidence, because a signal confirmed on two platforms is marked as more certain.
We have a lot of ratings without text.
That is normal in retail and the report says so plainly: it states how many reviews had text. Ratings without text count towards the average and the star distribution but create no signal — five stars without a word says nothing about what to do next.
Can we track whether a fix worked?
That is what monitoring is for: a weekly or monthly check of what changed, with a difference report. The venue screen also carries a chart of complaint share in a category over the last two years — the simplest way to see whether a change did anything.
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