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n8n - App Review Analyzer / UX Research Automation System

Research automation system that automatically collects mobile app user reviews and reduces them to 5 critical UX issues through AI-powered affinity mapping.

PROJECT GALLERY

Application Description

An end-to-end automation system triggered via Telegram that pulls hundreds of user reviews from the App Store in seconds, analyzes them with AI, and reports the top 5 critical UX issues along with design recommendations.

Purpose

Automate the hours-long manual affinity mapping process so designers can focus their energy on problem-solving and wireframe production.

Identified Problem

Manually collecting user reviews, building affinity maps, and extracting critical issues takes hours. This repetitive process steals time from where designers actually create value.

Features

  • Single-command trigger from Telegram (/analiz [app name])
  • Automatic collection of 100+ reviews from the App Store
  • AI-powered affinity mapping and topic grouping
  • Prioritization of the top 5 critical UX issues
  • Sentiment analysis and real user quotes
  • Concrete UX design recommendations
  • Automatic reporting to Google Sheets

Result

A manual UX research process that took hours was reduced to 20 seconds.

TECHNOLOGIES USED

n8nTelegram Bot APIApp Store RSS APIGroq AI (LLaMA 3.3 70B)Google Sheets APIJavaScript
n8n - App Review Analyzer / UX Research Automation System —…