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Sentiment and topics

Is it the service, the price, and on which day?

Every review is read and split into topics: venue, service, menu, staff, price. See the positive and negative share of each topic, and which day of the week it dips.

On every plan · Included in the trial

Sentiment screen: net sentiment +40, net sentiment by day of the week, positive and negative bars by topic, and the most common opinion words
  1. 1Net sentiment +40: positive minus negative
  2. 2Sentiment by day of the week: Thursday is the weakest
  3. 3Positive/negative by topic
  4. 4Most common opinion words: “wrong”, “high”, “fresh”
  5. 5Click a topic and the related reviews open alongside

Real panel screen. The sample business “Nar Mutfak” and its data are for demo purposes.

In short

Sentiment and topic analysis in three questions.

What guests talk about: bars for venue, service, menu, staff, price, portion size and breakfast
Positive/negative by topic

Green is positive, red is negative. Venue comes up in 165 reviews, service in 128, menu in 117.

What it does

Learn why guests are happy or unhappy without reading hundreds of reviews. The topic and the day of the problem show up in numbers.

How it works

  1. 1AI reads every review and survey answer.
  2. 2Topics and opinion words are extracted and sorted into positive, neutral or negative.
  3. 3Click a topic and its reviews open alongside.

What you get

  • Know where to invest: in the example, a large share of service reviews are negative.
  • If “wrong” comes up 102 times, you know to look at how you take orders and handle the bill.
  • Spot your weakest day and fix that shift.

Up close

What they think: wrong 102, high 88, fresh 81, spotless 77
Opinion words

The words guests actually use: “wrong” and “high” are negative, “fresh” and “spotless” positive.

Details

What's inside?

01

Topic and sentiment

One review can cover several topics, and each is tagged separately.

02

Heatmap

Rating and sentiment on a day-by-hour grid. Spot the weak shift at a glance.

03

Root cause

Recurring complaints are matched to day, hour and product, and shown with quotes.

04

Menu insights

Every dish mentioned in reviews: how often, and with what sentiment.

05

Staff insights

Staff mentioned by name are matched, with quotes of praise and complaints.

06

Fix a tag

Change a wrong tag by hand.

Questions

Sentiment and topic analysis, answered.

  • Available on every plan
  • Included in the 30-day trial
Compare plans
Does the analysis work on reviews that aren't in Turkish?

Yes. Reviews in English, German, Russian and other languages are analysed too; topics are shown in Turkish.

How do I set up my menu and staff?

Enter the list once in the panel. Nicknames (“Selo”, “künefe”) make the matching stronger.

Which plan includes root cause and the heatmap?

Topic and sentiment analysis is in every plan. Root cause cards and menu, staff and shift insights are in Pro.

See it with your own reviews.

In a 20-minute demo, we load your Google reviews and look at what the assistant says, together.

No card required · 10-minute setup · Cancel anytime