A Google reviews analysis tool that shows the reviews behind every insight
The same few complaints, written a hundred ways
From your reviews to insights in three steps

Example data
What the Google reviews preset reads
| Column in the export | What RawQuotes does with it |
|---|---|
comment | The text insights are counted from and quoted word for word. |
createTime | The date. It decides which week and month the item is counted in. |
reviewer.displayName, starRating | Only used to recognise the export. |
| Every other column | Left out, including the reviewer’s photo, the time a review was edited and your replies. |
A review with a rating and no comment is skipped as empty: there is nothing to quote. An edited review is still dated by createTime, so it stays in the month it was first written.
What your Business Profile reviews turn into
A short list of sentences, each naming something customers keep raising, with the number of reviews behind it. Open one and you read those comments word for word, with the date each review was written.
From here on, every source works the same. All sources in a project feed one set of insights, and each insight shows how many items came from each one. The list under an insight is exactly as long as its count, a month can be compared with the one before, and only the insight’s name and description are written by the model, labelled as generated. How the analysis works

Example data
Fewer than ten comments: a count instead of an insight
A review counts as a complete response only when it has a comment. Below ten in a period, RawQuotes names nothing and shows how many you have, how many are missing, and a link to the reviews themselves.

Example data
Questions about Google reviews
Does RawQuotes connect to my Business Profile?
No. You upload a file of your reviews, and RawQuotes never signs in to Google on your behalf.
Is the star rating used?
No. starRating only helps recognise the file. What is read is the comment and createTime.
Are my replies to reviews imported?
No. Only the review’s own comment becomes an item. Your reply is left out with the other fields.
Are reviewer names shown next to the quotes?
No. reviewer.displayName only helps recognise the file and is not imported. A quote carries the comment and its date.