Scrape Job Reviews → Identify Writing Patterns → Create Competitor Intel
Analyze anonymous employee reviews on Glassdoor and similar platforms to understand competitor company culture, turnover patterns, and strategic insights.
Workflow Steps
Apify
Scrape Glassdoor and Indeed reviews
Set up web scrapers to collect recent employee reviews from target competitor companies. Configure to capture review text, ratings, job titles, and dates while respecting rate limits and terms of service.
Google Sheets
Aggregate and organize review data
Store scraped reviews in a structured spreadsheet with columns for company, date, role, rating, and full review text. Use built-in functions to calculate average ratings and review frequency trends.
Claude
Extract insights and patterns
Use Claude API to analyze batches of reviews for recurring themes, sentiment trends, and specific insights about management, culture, compensation, and strategic direction. Generate summary reports highlighting key findings.
Airtable
Create competitive intelligence database
Build a structured database of insights organized by company, category (culture, strategy, hiring), and confidence level. Set up automated views to track trends over time and flag significant changes.
Workflow Flow
Step 1
Apify
Scrape Glassdoor and Indeed reviews
Step 2
Google Sheets
Aggregate and organize review data
Step 3
Claude
Extract insights and patterns
Step 4
Airtable
Create competitive intelligence database
Why This Works
Transforms unstructured anonymous feedback into actionable competitive intelligence, helping sales teams understand competitor weaknesses and strategic directions.
Best For
Competitive intelligence and market research for sales and strategy teams
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