Employer review data structured with sentiment
The Employer Reviews & Sentiment dataset collects public employer reviews for the companies you name into a structured table of ratings, pros, cons, and sentiment, refreshed on the schedule you set so your view of employer reputation stays current.
Why work with Employer Reviews?
See reputation at a glance
Ratings, pros, and cons sit side by side so you can read employer sentiment without scrolling review pages.
Benchmark against rivals
Track your company and competitors together to compare ratings and recurring themes in talent perception.
Themes surfaced by AI
AI operations summarize recurring praise and complaints so you can act on the signal, not the noise.
Powering Employer Reviews
AI-powered web gathering
Describe a column or dataset and ClickSet backfills it from public web sources, with no scraper scripts to maintain.
AI operations
Score, classify, extract, summarize, cluster, or detect anomalies and sentiment across rows.
Multi-source fusion
Combine multiple sources into one clean record with automated deduplication.
Scheduled refresh
Hourly, daily, or weekly re-runs that keep data current.
API access
Every dataset is a live REST endpoint with per-key spend caps.
Who uses this?
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Industry Conferences
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Frequently asked questions
Where do reviews come from? +
Public employer review sites and forums, gathered in research mode with a source link on every row.
How fresh is the data? +
As fresh as your schedule. Set a daily or weekly refresh and ClickSet re-sources new reviews each run.
Can I compare multiple employers? +
Yes. Name every company you want and each becomes rows in the same table for direct comparison.
Further reading
See how ClickSet handles your data workload
Describe the dataset you need, enrich it with hundreds of LLMs, and query the result through one API. Start on the free plan.