How many runs do I get?

You get 2 free runs per day per email. Pulling and mining live review data costs us real money on every run, so the cap keeps the tool free for everyone. It resets at midnight UTC.

Which review apps can it read?

The miner auto-detects Yotpo, Judge.me, Stamped, and Okendo, which together cover most Shopify review setups. If a store uses a different review app or keeps reviews private, the run comes back honest about finding too few reviews.

How many reviews does it analyze?

Up to 100 recent reviews per run, sampled across up to 25 products. That is enough to surface the repeating praise and complaint themes without turning the run slow or expensive.

Shopify Review Sentiment Miner — Turn Reviews Into Copy

Why review mining beats brainstorming

Most product copy gets written in a vacuum: a founder, a blank doc, and a guess about what buyers care about. Meanwhile, hundreds of buyers already wrote the copy for free. They said exactly what convinced them, what surprised them, and what almost made them return it.

The problem is volume. Reading 100 reviews and tallying themes by hand takes an afternoon, so nobody does it. The patterns stay buried, and the copy stays generic.

This tool pulls the reviews and mines them in one pass: what buyers love, what they complain about, and the exact phrases worth putting in a headline.

How it works

1. Paste the store URL

Your store to sharpen your own copy, or a competitor's to find the complaints you can win on.

2. We pull the public reviews

Up to 100 recent reviews across up to 25 products. Yotpo, Judge.me, Stamped, and Okendo are auto-detected.

3. AI mines the patterns

Praise themes with counts, complaint themes with counts, and copy angles built from the buyers' own words.

Doing this by hand vs. doing it here

By hand

With this tool

Scroll review widgets for an afternoon, tally themes in a doc

Up to 100 reviews pulled and mined in one run

Cherry-pick the one glowing review you happened to see

Themes ranked by how often buyers actually repeat them

Copy angles from a brainstorm, in your voice, not theirs

Hooks built from the exact language buyers already use

Who gets the most out of this

Store owners rewriting a product page that reads flat

Media buyers hunting for ad hooks rooted in real proof

Founders studying a competitor's complaints for an opening

Product teams deciding what to fix before the next launch

Questions people ask us

Each run pulls the store's public reviews live at that moment. Results for the same store are cached for up to 7 days, so a repeat run may show the same snapshot until the cache refreshes.

Pulling and mining live review data costs us real money on every run. The daily cap keeps the tool free for everyone, and it resets at midnight UTC.

Yotpo, Judge.me, Stamped, and Okendo are auto-detected, and together they cover most Shopify review setups. If a store uses something else or keeps reviews private, you'll get an honest "not enough reviews" instead of made-up themes.

Up to 100 recent reviews per run, sampled across up to 25 products. That's enough to surface the repeating themes without turning the run slow or expensive.

You have the buyer language. Now see where your page fails to use it.

Mined themes are ammunition. The profit audit shows you where to fire them: the exact sections of your product page where visitors lose confidence and leave. Book a free profit audit and we'll map your page against what buyers actually respond to.

Get My Free Profit Audit → Takes a few minutes to book. No pitch until you see the leaks.

The Review Sentiment Miner That Turns Buyer Words Into Selling Copy