Question 1

Is this a free Etsy review analyzer?

Accepted Answer

Yes. Review Intelligence is a free Etsy review analyzer: paste any public shop URL and scan its reviews with no login and no card. The free scan shows how many buyer phrases your titles are missing, the top few of those phrases, and a real review quote. The full report — every missing keyword, all buyer themes with charts and quotes, and one-click listing regeneration from your buyers' words — is on the paid plans, from $9/month.

Question 2

How does it find keywords my titles are missing?

Accepted Answer

We read your shop’s public reviews, pull out the product words buyers actually write, and compare them against your listing titles. The words that appear in reviews but not in your titles are your gaps. Every keyword and every quote is a literal, word-for-word match from a real review — nothing is AI-invented or paraphrased.

Question 3

Do you use the Etsy API or need access to my shop?

Accepted Answer

No. We read only the public reviews on your shop page — the same ones any shopper can see — so there is nothing to connect and no Etsy login to give.

Question 4

Can I analyze a competitor's Etsy reviews?

Accepted Answer

Yes. Competitor mode reads any rival shop’s public reviews, so you can see what their buyers complain about — and every complaint is a keyword or angle you can own. Competitor mode is a Pro feature.

Question 5

How many reviews do you read, and is the analysis reliable?

Accepted Answer

We read the most recent public reviews — a recent sample rather than a shop’s entire history. Percentages are hidden when a shop has too few written reviews, and a quote is only shown when it matches a real review word-for-word, so the report stays honest rather than padded.

Question 6

Do you invent quotes or keywords?

Accepted Answer

No. Every quote is a literal, word-for-word match from a real review, and a keyword is only shown when a reviewer actually wrote it. Nothing is paraphrased or model-invented — if we can’t ground it in a real review, we don’t show it. Sentiment comes from the star rating, not an AI guess.

Question 7

How is this different from using ChatGPT on my reviews?

Accepted Answer

If you paste reviews into ChatGPT it will often invent quotes, invent percentages, or attach a category word to the wrong listing. Review Intelligence checks every quote against the real review text and every keyword against the words buyers actually used, so the report stays grounded instead of guessed.

Question 8

What does the full report add over the free scan?

Accepted Answer

The free scan shows the headline numbers and a few of the missing words. The full report adds every missing keyword, all buyer themes with sentiment and charts, complaints with verbatim quotes, per-listing title gaps, and one-click listing regeneration from your buyers’ own words. It’s included on the paid plans, from $9/month (Starter: 5 analyses/month).

Question 9

Do reviews affect my Etsy search ranking?

Accepted Answer

Etsy says its search takes a holistic view of your listing — including the title, tags, attributes, descriptions, first photo and reviews — and that a shop’s average review rating from the past three months is one of the factors in ranking. So the words in your reviews matter twice: as a ranking signal, and as keywords you can add to your titles.

Question 10

What can I do with the buyer words it finds?

Accepted Answer

Put them where buyers can find you: in your titles, tags and the first line of your description. From the report you can regenerate any listing with those exact buyer words in one click, so the phrases your shoppers already use end up in the listing they search.

CaitlynMinimalist

What buyers talk about