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CLUSTER ANALYZES-CUSTOMER-FEEDBACK · 41 ENTRIES · EARLIEST ENTRY 2026-07-21

AI text sentiment analysis apps

This cluster consists of web-based tools that analyze text (and occasionally audio) to detect sentiment, emotion, mood, toxicity, and related textual insights, often applied to customer reviews and feedback. Entries appeared sporadically from late 2024 through mid-2026, with one or two per month and no clear trend, while a substantial portion of the 34 members have no source date. The traction leaders by activity signal are AI-Review-Analyzer, App-Review-Analytics, and Tata-Tele-Business-Services, each at 0 stars.

Entry timeline

ENTRY TIMELINE

SEP 2025: 2OCT 2025: 2FEB 2026: 1APR 2026: 1MAY 2026: 2JUL 2026: 1AUG 2026: 9SEP 2026: 13OCT 2026: 10
SEP 2025OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 10 ai-built · 10 unlabelled

Operator · 8 hobby · 1 indie · 11 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 20 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 21App-Review-Analytics0★1 mo—hobbyWeb application that imports user reviews from app stores and displays sentiment, rating, and trend analytics with export options.
  2. 22AI-Review-Analyzer0★1 mo—hobbyAI web app that analyzes customer reviews to determine sentiment, satisfaction score, and main feedback themes.
  3. 23customer-voc-sentiment-core-rails-customer-feedback-hub-v2026-b600★1 mo—Web application that collects customer feedback, analyzes sentiment, and predicts churn for enterprise teams.
  4. 24Sentiment-Analyisis-Dashboard0★3 moliveai-builthobbyAI-powered web app for analyzing sentiment across batches of text and generating an insights report.
  5. 25laravel-sentiment-engine1★2 mo—Web application that performs sentiment analysis on text data and presents results through a user interface and API.
  6. 26mindtrace-cloudfare0★1 mo—Web app that analyzes the sentiment of submitted text and stores the results for later reference.
  7. 27reportsphere0★4 mo—ai-builthobbyAI web app that analyzes pasted or imported customer reviews, showing sentiment, themes, key quotes, and recommendations with PDF reports.
  8. 28sentient-vibe-meter0★6 mostaleliveai-builthobbyWeb app that analyzes community sentiment on real-world topics through blockchain consensus and displays a vibe score that triggers on-chain actions.
  9. 29mvp-subsentiment-41340★7 mostale—ai-builtTool that monitors brand sentiment across chosen online communities and sends alerts on sudden negative sentiment spikes for small brands.
  10. 30AI_Scribe_Verse0★10 mostalelivehobbyWeb app that performs sentiment analysis on text and supports real-time chat with persistent conversation history.
  11. 31moodtracker0★1 yrabandonedliveai-builthobbyWeb app that scrapes online reviews and applies machine learning to track sentiment or mood trends for financial markets.
  12. 32insight_checker0★1 yrabandonedliveai-builthobbyWeb app that analyzes submitted text or data and returns checked insights or validation feedback for users.
  13. 33sgc-project0★1 yrabandoned—indieWeb app that logs mood entries with sentiment analysis, generates AI study flashcards from notes, and recommends recipes from chosen ingredients, with a paid premium tier.
  14. 34customer-sentiment-demo.replit.app0★unknownliveai-builtWeb app that analyzes customer feedback and shows sentiment insights from submitted text.
  15. 35HateHoundAPI0★unknownliveAI-powered web app that detects toxic comments in user-submitted text and reports a toxicity verdict.
  16. 36Candid — Real-time Audience Engagement0★unknownliveai-builtReal-time tool that scans audience sentiment during events and displays engagement feedback.
  17. 37Analizador de Sentimientos0★unknownliveWeb app that analyzes the sentiment of user-submitted text and provides a sentiment assessment.
  18. 38Customer Feedback Summarizer0★unknownliveai-builtWeb tool that analyzes customer feedback and produces concise summaries of key themes and sentiment for businesses.
  19. 39Sentiment Analysis0★unknownliveWeb app that analyzes text and returns a sentiment classification.
  20. 40Earnings Prediction Widget - Embeddable for WordPress0★unknownliveai-builtEmbeddable website widget that lets audiences predict company earnings per share and revenue results with real-time community sentiment tracking.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.