Collecting online reviews into a monthly themes summary

Small businessCustomer feedbackEffort: Low

An agent gathers the business's public reviews and groups the comments into themes, such as friendly staff, wait times, and parking. The owner sees what customers keep mentioning and can decide what to celebrate or adjust.

What it is

The helper gathers your public reviews and groups the comments by theme. Themes might be friendly staff, wait times or parking.

Who it is for

Owners of shops, restaurants and service firms can use it to hear what customers keep saying.

What you get

You get a short report that shows what to celebrate and what to fix.

A real-life example

A neighborhood coffee shop has about two hundred online reviews. The owner reads a few when she has time. Last month a helper read them all and grouped the comments. She learned that people love the staff but often mention a long wait on weekends. She added a second person on Saturday mornings.

This is a made-up scenario. It does not describe a real organization.

How it works

  1. You: Copy your public reviews into one document, or share a report.
  2. The AI: Reads every review.
  3. The AI: Groups the comments into themes, like service, wait time and price.
  4. The AI: Writes a short report with a few example comments for each theme.
  5. You: Read the report and check a few themes against the real reviews.
  6. You: Choose one thing to celebrate and one thing to fix.

Time saved

Typical estimate

By hand: about 3 hours each month.
With AI: about 30 minutes, plus your review.

These are rough guesses, not measured results. Your own times will vary.

Sample output

Example Monthly reviews summary

Reviews summary for June (48 new reviews)

What people love
- Friendly staff. Many reviews mention being greeted by name.
- The oat milk latte.

What people mention as a problem
- Long waits on Saturday mornings.
- Limited parking after 9 am.

Suggested next steps: Add help at the counter on Saturdays. Post a note about nearby street parking.

Made-up names and numbers, shown only to give you an idea. Always read AI output before you use it.

What it involves

Tools / helper type
Review export + AI summarizer
Rough effort
Low (Low = an afternoon or less; Medium = a few days with some setup; High = a project)

Who should look it over

Summaries can miss tone or sarcasm, so skim a few original reviews. Respond to reviewers personally.

Source: original Grace draft; no external source · Last reviewed: 2026-10-27 · ID SB-06

Related use cases

Examples are for general information. Tools and features change, so check with the vendor, and keep a person in the loop for anything involving money, private information or people in your care.