RankNest
Review Mining

Your customers already wrote your copy

RankNest scrapes reviews from Reddit, Trustpilot, and Google Maps, then the AI sorts them into themes, pain points, and buying objections. Real customer language for landing pages, FAQs, and title tests.

Review mining workspace pulling customer feedback from Reddit threads, Google Maps listings, and Trustpilot, with every review AI-tagged for sentiment, buying motivation, perceived value, and purchase anxiety

Free 14-day trial · No credit card

AI Analysis

Read what customers actually say

Scrape hundreds of reviews per campaign, then let the AI group them by theme, buying motivation, and objection. The exact phrases customers use end up in your copy instead of marketing guesses.

  • Reddit posts and full comment threads, by keyword or URL
  • Google Maps business reviews, yours or a competitor's
  • Trustpilot company reviews
  • AI sentiment on every entry
  • Grouped by motivation, value, and anxiety
  • Recurring themes with example quotes and counts
  • Campaigns organized per client
  • Export themes into content briefs
AI review analysis grouping scraped customer feedback into recurring themes, pain points, value drivers, and buying anxieties, each with example quotes and frequency counts

How review mining works

From keyword to themes in four steps.

1

Create a campaign

Pick a source (Reddit, Google Maps, or Trustpilot) and enter the keywords, thread URLs, or business names to pull feedback for.

2

Scrape the reviews

RankNest collects the posts, comments, and reviews for you. A campaign's worth of feedback lands in minutes.

3

Let the AI sort it

Every entry gets tagged by sentiment, motivation (why they buy), value (what they want), and anxiety (what holds them back), then rolled up into recurring themes.

4

Use the language

Lift the phrases customers repeat into landing pages, FAQs, and ads. The strongest ones make good title-tag variants for your next SEO test.

Three sources, one workflow

Customer feedback from where customers actually talk.

Reddit

Search subreddits by keyword or paste thread URLs. Unfiltered opinions, complaints, and comparisons, with the full comment threads included.

  • Keyword search
  • Thread URL scraping
  • Comment threads included
  • Upvote counts

Google Maps

Pull reviews for any business, yours or a competitor's. The 1-and-2-star reviews on a competitor's profile are a list of objections your pages can answer.

  • Business search
  • Bulk review extraction
  • Star ratings
  • Handles large review counts

Trustpilot

Company-level reviews with ratings and dates. Useful for products and services where customers write in detail.

  • Company profiles
  • Review text and ratings
  • Date-based trends

Start writing in your customers' words

Use what customers actually say, not what you think they say.

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