Autopilot Studio
Automated Competitor Intelligence
App Store Scraping & Competitive Intelligence Dashboard System.
Client Profile
SaaS Growth Agency
Competitor Intelligence
Problem Statement
The client needed to constantly monitor competitors across App Stores, but their manual process was slow and inconsistent. Missed critical shifts like negative review spikes and silent feature releases caused delayed responses.
MANUAL TOIL
Visiting each app page daily and copying data to Excel took 10+ hours/week.
DATA SILOS
No central analytics dashboard meant product teams worked with outdated data.
MISSED INSIGHTS
Critical events like negative review spikes were often missed until too late.
DELAYED RESPONSE
Slower product improvements and missed trends due to lag in data collection.
Solution Architecture
Technology Stack
- Python Scrapers (Playwright)
- OpenAI API (Sentiment Analysis)
- Google Sheets (Data Storage)
- n8n (Automation)
- React Dashboard
Project Timeline
EXTRACTION
Setup scrapers for Play Store & App Store to fetch raw data.
ANALYSIS
Implement AI Sentiment & Keyword extraction logic to process reviews.
VISUALIZATION
Build central dashboard & automate daily reporting to the team.
Automation Pipeline
Intelligent Call Flow Logic
Automated Data Scraping
System extracts real-time app data daily: ratings, reviews, logs, and screenshots.
Sentiment & Keyword Analysis
AI analyzes user reviews to identify pain points, feature requests, and complaints.
Change Detection
System flags version changes, rating drops, or new competitive features.
Central Analytics Dashboard
Interactive visualization showing trends, comparison scores, and strategic alerts.