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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 · 1 hand-coded · 19 unlabelled

Operator · 16 hobby · 4 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. 01Bus-Complaint-AI2★9 dayslivehobbyWeb app for submitting bus complaints and automatically classifying them using sentiment analysis.
  2. 02CustomerFeedBack_Analyzer1★14 days—hobbyWeb app that classifies customer reviews as positive, negative, or neutral and stores the results for tracking.
  3. 03thai-sentiment-web0★2 dayslivehobbyWeb app that classifies Thai text sentiment as positive or negative with confidence scores, keyword highlights, and batch file uploads.
  4. 04NLP0★4 days—hobbyWeb app that classifies Marathi or English newspaper headlines into news categories and tags sentiment as positive, neutral, or negative.
  5. 05Customer-Feedback-Analyzer0★10 days—hobbyWeb app that analyzes customer reviews for sentiment, score, and theme, summarizes trends, and saves reports.
  6. 06Smart-Hotel-Feedback-Analyzer0★4 days—Web app that analyzes hotel guest feedback with sentiment detection and generates managerial recommendations to improve service quality.
  7. 07babuseth-guest-house-analyser0★4 days—Web app for a guest house that analyzes guest feedback, detects service issues through sentiment, and generates managerial recommendations.
  8. 08sentikampus_mobile0★6 days—hobbyMobile app that sends user-entered text to a sentiment-analysis API and displays predicted sentiment categories.
  9. 09ai-sentiment-30★6 days—hand-codedhobbyReal-time customer feedback sentiment analysis service that classifies feedback as positive, negative, or neutral and tracks trends and top issues.
  10. 10ai-sentiment-20★6 days—Customer feedback analytics app that automatically classifies comments as positive, negative, or neutral and surfaces trends and top issues over time.
  11. 11ai-sentiment-again0★6 days—hobbyWeb app that classifies customer feedback as positive, negative, or neutral in real time and tracks sentiment trends and top issues.
  12. 12Movie-Review-Sentiment-Analysis-For-Bangla0★22 days—hobbyWeb app that lets users submit Bangla movie reviews and returns a positive or negative sentiment classification.
  13. 13ai-sentiment0★6 days—hobbyDashboard app that classifies customer feedback as positive, negative, or neutral in real time and surfaces trends and top issues.
  14. 14ReviewSense-AI0★22 days—Web app that analyzes customer reviews, classifies their sentiment as positive, negative, or neutral, and stores results with user accounts.
  15. 15ML-project--20★20 days—hobbyWeb app that automatically categorizes Indonesian e-commerce reviews by sentiment and complaint aspect to help customer service teams triage issues.
  16. 16Course-feedback-dashboard0★21 days—hobbyWeb app that analyzes short course comments for positive and negative sentiment and produces downloadable summary reports for teachers.
  17. 17sentiment_analysis0★20 days—hobbyWeb app that analyzes text sentiment as positive or negative with confidence scores using a machine learning model.
  18. 18sentiment-analyzer-0★20 days—hobbyA web app that classifies English text as positive or negative and shows confidence scores.
  19. 19Sentiment-Analysis0★14 days—hobbyWeb app that analyzes text feedback and reviews in real time to classify sentiment as positive, negative, or neutral.
  20. 20bad-review-translator1★1 mo—hobbyE-commerce customer feedback tool that classifies negative reviews, identifies root causes, drafts replies in multiple tones, and summarizes weekly reports for merchants.

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.