Scrape Job Reviews → Identify Writing Patterns → Create Competitor Intel

intermediate35 minPublished Mar 5, 2026
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Analyze anonymous employee reviews on Glassdoor and similar platforms to understand competitor company culture, turnover patterns, and strategic insights.

Workflow Steps

1

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.

2

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.

3

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.

4

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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Deep Dive

Automate Competitor Analysis from Job Reviews with AI

Transform anonymous employee reviews into actionable competitive intelligence using automated web scraping, AI analysis, and data organization workflows.

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