RankNest
AI-Powered

Review and message mining

Scrape customer reviews and discussions in bulk. The AI groups recurring themes, pain points, and buying objections so you can lift real customer language straight into copy.

Review mining workspace pulling live customer feedback from Reddit threads, Google Maps business listings, and Trustpilot, with every review AI-tagged for sentiment, buying motivation, perceived value, and purchase anxiety to feed SEO content and ad copy
AI-Powered

Read what customers actually say

Customers already wrote your copy for you. RankNest scrapes thousands of reviews from Reddit, Google Maps, and Trustpilot, then groups them by theme, pain point, and buying objection so you can paste real language into landing pages, ads, and SEO content.

  • Scrape Reddit discussions automatically
  • Extract Google Maps reviews at scale
  • Pull Trustpilot customer feedback
  • AI sentiment analysis
  • Categorize by motivation, value, anxiety
  • Export messaging themes to briefs
  • Keyword and URL-based searches
  • Campaign organization
  • Bulk review processing
  • Competitive intelligence gathering
AI review analysis grouping scraped customer feedback into recurring themes, pain points, value drivers, and buying anxieties so agencies can lift real customer language into SEO copy, ad headlines, and landing-page messaging

How message mining works

From keyword to themes in four steps.

1

Create Campaign

Choose your source (Reddit, Google Maps, or Trustpilot) and enter keywords or URLs to scrape customer feedback.

2

Scrape Reviews

Our automated scrapers collect reviews, discussions, and customer feedback from across the web in minutes.

3

AI Analysis

AI categorizes each review by sentiment, motivation (why they buy), value (what they want), and anxiety (what holds them back).

4

Extract Insights

Export messaging themes to content briefs. Use customer language in your copy, ads, and SEO content.

Three sources, one workflow

Customer feedback from where customers actually talk.

Reddit

Scrape subreddit discussions using keywords or direct URLs. Find unfiltered customer opinions and pain points.

  • Keyword search
  • URL scraping
  • Comment threading
  • Upvote tracking

Google Maps

Extract business reviews at scale. Analyze what customers say about competitors in your niche.

  • Business search
  • Review extraction
  • Star ratings
  • Reviewer profiles

Trustpilot

Pull verified customer reviews. Get authentic feedback on products and services.

  • Company profiles
  • Verified reviews
  • Rating analysis
  • Time-based trends

Start mining customer language

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

Scrape unlimited reviews • AI analysis included • Cancel anytime