Amazon Review Analyzer: Find Patterns in Product Reviews
See what buyers really say — counted topic by topic — and what to do about it.
Your reviews tell you exactly what to improve and what to promote — but reading hundreds of them and keeping count is impossible. Patterns hide in plain sight.
RankBuddy's review analyzer reads your shop's or listing's reviews and counts what buyers talk about — quality, shipping, packaging, accuracy to photos, instructions, value — praise and complaints separately. You get the star breakdown, the trend over time, reviews per product, ready replies for unhappy buyers and real quotes to use as social proof.
On Amazon, RankBuddy reads the public product page and live search results.
Example — Etsy shop reviews
- Rating4.8★ · 86% positive
- Most praisedClear instructions (+38)
- Top complaintPattern mistake in round 12 (6 mentions)
- To reply to3 low-star reviews, replies drafted
Illustrative example of the report format.
Review Analyzer for Amazon sellers
What's different about review analyzer for Amazon, and the Amazon rules the report checks against.
Built for Amazon
- Counts complaints by topic so you know what drives low stars.
- Finds the benefits buyers mention most for your bullets.
How Amazon search works
Amazon's A10 search matches the buyer's query against your title, bullet points, description and backend search terms, then ranks by conversion rate, sales velocity, price competitiveness, reviews and availability.
Amazon listing rules at a glance
- Title
- Up to 200 characters — brand, product type and key attributes first.
- Bullet points
- Five key-feature bullets — benefits, specs and use cases buyers scan for.
- Backend search terms
- About 249 bytes of hidden keywords — no repeats, no competitor brands.
- Images
- Main image on a pure white background; 1000px+ so zoom works.
- Description / A+
- Longer copy that supports conversion and answers questions.
Amazon tips
- Don't repeat words between the title and backend terms — Amazon already indexes them once.
- Amazon doesn't allow emojis or promotional claims like 'best seller' in titles.
- Reviews and conversion rate weigh heavily — a strong listing with weak reviews still struggles.
What you get
Everything the Review Analyzer gives you on Amazon.
Star breakdown & trend
5★ to 1★ split, rating month by month and the last 90 days compared with before.
Topics, counted
Each review tagged by topic; you see how many praise or criticise quality, shipping, packaging, value and more.
Love & fix lists
What buyers love most, and the problems to fix — with how many reviews mention each.
Reviews by product
For shops: which products earn the best and worst ratings.
Quotes & replies
Real 5-star quotes for your listings, and suggested replies to low-star reviews.
Buyers' own words
The phrases buyers repeat — great keywords for titles, tags and descriptions.
How it works
- Step 1
Paste a shop or listing link
Your own or a competitor's.
- Step 2
RankBuddy reads the reviews
On Etsy, up to the 300 most recent from Etsy's official API.
- Step 3
Act on it
Fix the top complaint, reply to unhappy buyers and use the best quotes.
What's in the report
- Star rating breakdown
- Reviews and rating per month
- Recent rating vs before
- Topics praised and criticised, with counts
- Reviews by product
- Buyer photos and review rate per sale
- Suggested replies to low-star reviews
- Best 5-star quotes for social proof
Who it's for
Fixing product problems
Find the complaint repeated most and fix it at the source.
Writing better listings
Use what buyers praise — in their own words — in your descriptions.
Researching competitors
Read a competitor's complaints to find what your product can do better.
Ready to try the Amazon Review Analyzer?
Sign up free and get 30 tokens every day. One review analyzer run uses 5 tokens.
Try Amazon Review Analyzer freeFrequently asked questions
Does RankBuddy's Review Analyzer work for Amazon?
Yes. On Amazon, RankBuddy reads the public product page and live search results. The report follows Amazon's own rules — for example: title: up to 200 characters — brand, product type and key attributes first. bullet points: five key-feature bullets — benefits, specs and use cases buyers scan for.
How does Amazon search rank listings?
Amazon's A10 search matches the buyer's query against your title, bullet points, description and backend search terms, then ranks by conversion rate, sales velocity, price competitiveness, reviews and availability.
How does the review analysis work?
RankBuddy reads the reviews, counts stars, dates and products in code, and has AI tag each written review by topic (praise or complaint). The counts you see come from those tags — nothing is estimated.
Does it work for Etsy reviews?
Yes. On Etsy it reads up to the 300 most recent reviews from Etsy's official API, with product names, buyer photos and dates. Other platforms are read from the reviews visible on the page.
What if my shop has no reviews yet?
You get a guide to earning your first five reviews and a follow-up message template — and no tokens are charged.
Can I analyze a competitor's reviews?
Yes. Paste any public shop or listing link to learn what its buyers love and complain about.
How much does it cost?
5 tokens per analysis, refunded when there are no reviews. Signed-in users get 30 free tokens every day.
Review Analyzer for other platforms
Related tools
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Amazon Competitor Research
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Amazon Listing Optimizer
Keep your facts. Get a stronger title, tags and description built from live competitor research.
See all 8 tools on the RankBuddy tools page.