Review Stack

Review Stack

Analyze customer reviews at scale with AI-powered insights.

TheStackLabs
@TheStackLabs
Published on Apr 20, 2026
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About Review Stack

ReviewStack - Analyze customer reviews at scale with AI-powered insights. Stop drowning in customer reviews. ReviewStack helps businesses, product managers, marketers, and teams make sense of reviews across platforms - whether it's Google Play Store, Google My Business, web reviews, or any other source. Instead of manually reading through hundreds or thousands of reviews, get instant sentiment analysis, smart categorization, and AI-powered insights that tell you exactly what to fix, what to build, and what your customers love. Why ReviewStack? Every review your customers leave is a signal. But when you're dealing with hundreds or thousands of them, it's impossible to read each one and spot the patterns. ReviewStack does the heavy lifting - it reads, scores, categorizes, and summarizes your reviews so you can act on what matters most. Key Features: Sentiment Analysis - Every review is scored and classified automatically. Know exactly how your customers feel at a glance, without reading a single review. Track sentiment trends over time to see if things are improving or getting worse. Smart Categorization - Reviews are auto-sorted into actionable categories like bugs, crashes, feature requests, praise, complaints, UX issues, and more. Stop guessing what customers are talking about - see the data. AI-Powered Insights - Get executive summaries, top issues, and clear next steps generated by AI. Share these with your team so everyone is aligned on what customers are saying and what to do about it. Competitor Analysis - Compare up to 4 businesses or apps side by side. See how your ratings, sentiment, and top issues stack up against the competition. Identify gaps and opportunities before your competitors do. Shareable Comparisons - Generate shareable comparison URLs so your entire team can review the same data. No more screenshots in Slack - just send a link. Watchlist - Track the businesses and products you care about. Keep tabs on how reviews and sentiment change over time. Get a pulse on customer satisfaction without lifting a finger. Export Reports - Download your analysis results as CSV or JSON. Share with stakeholders, include in presentations, or feed into your own data pipeline. Fast and Reliable - Analyze up to 1,500 reviews in seconds with our optimized pipeline. No waiting around - get results almost instantly. Privacy First - We only access publicly available review data. Your account data stays yours. No tracking, no selling your data, no surprises. Who is it for? - Product managers who need to prioritize what to build next based on real customer feedback - Marketing teams who want to understand brand perception and customer sentiment - Business owners who want to monitor their Google My Business and web reviews at scale - Development teams who need to identify and triage the most reported bugs and issues - Agencies managing multiple clients who need a quick overview of review health across brands Get started in seconds. No sign-up required to try it out. Just search for any business or app, and see your results instantly. Your first analysis is free.

Product Insights

Review Stack is a web-based analytics platform that uses AI to automate sentiment scoring and categorization for customer reviews across mobile and web platforms. It supports data-driven decision making by processing up to 1,500 reviews in seconds to identify bugs, feature requests, and UX trends.

  • Supports competitive benchmarking by comparing up to four businesses or apps side by side.
  • Provides automated categorization for specific feedback types like bugs, crashes, and UX issues.
  • Offers data portability with report exports available in CSV and JSON formats.
  • Facilitates team collaboration through shareable comparison URLs and executive summaries.

Ideal for: Product managers, marketers, and small businesses who need to transform high-volume public review data into actionable product roadmaps and sentiment reports.

Screenshots

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Comments (3)

chaudharyarun5797
@chaudharyarun5797Apr 20, 2026

Analyzing customer reviews at scale with AI-powered insights is a huge time saver for product teams. Instead of reading hundreds of reviews manually, you get structured signals to act on quickly. Really valuable tool.

hsellak
@hsellakApr 20, 2026

Very minimalistic and straight to the point landing page! Good stuff and good luck!

TheStackLabs
@TheStackLabsApr 20, 2026

@hsellak Thanks for checking it out i am thinking about adding more features in it.

TheStackLabs
@TheStackLabsMar 26, 2026

We built ReviewStack to stop manually reading Play Store reviews. It analyzes 1,500 reviews in seconds sentiment, categories, AI insights, competitor comparison. No sign-up needed. Try it free!

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