Open-Ended Feedback
Find the Patterns in Every Comment — No AI Required
Survale’s Smart Comment Mining categorizes every open-ended response as positive, neutral, or negative using the underlying survey response data. Then it surfaces themes through filterable, sentiment-colored word clouds and full-text keyword search. Pattern detection that works on any feedback program, no AI overhead, no model training, no compliance review.
How It Works
How Smart Comment Mining Works
Every Comment Gets a Sentiment
Comments are classified as positive, neutral, or negative based on the survey response data they’re attached to. No machine learning required. The underlying ratings tell you how the respondent felt, and Survale carries that classification through to every visualization and filter.
- Sentiment derived from structured survey response data
- No AI training, models, or compliance overhead
- Works across all feedback programs
- Results available the moment a response lands
Word Clouds Show the Themes Instantly
Recurring keywords appear as a sentiment-colored word cloud. Negative themes in red, positive in green, neutral in black — and every word is sized by how often it appears, so the loudest issues and biggest wins surface immediately without anyone reading a single comment.
- Color-coded by sentiment — red / green / black
- Word size scales with prevalence in the dataset
- Cloud regenerates as new responses come in
- Click any word to drill into the comments behind it
Filter by Any Operational Dimension
Apply your ATS or HRMS data as a filter and the word cloud refocuses. See which themes are dominating one recruiter’s feedback, one location, one department, or one stage of the process — the same view, narrowed to the exact population you care about.
- Filter by recruiter, hiring manager, location, department, job and more
- Date range filtering for trend tracking over time
- Identical filtering across every feedback program
Keyword Search to Dig Into Any Theme
Type a keyword and see every comment that contains it, with the term highlighted in context. Move from a broad pattern to the verbatim feedback behind it in seconds — perfect for building the case for a process change with real candidate, hiring manager, or new hire quotes.
- Full-text search across every comment
- Keyword highlighted in context for fast scanning
- Surface verbatim quotes for stakeholder reports
- Uncover niche themes the word cloud missed
The Smart Mining Advantage
Why Smart Comment Mining
Pattern Detection Without AI Overhead
No time spent with AI compliance reviews. Smart Comment Mining leverages your existing structured response data to do meaningful sentiment work the moment your first survey lands. Smart Mining configured as on by default.
Operational Filtering on Every Word Cloud
Generic word cloud tools dump every comment into one bucket. Survale ties every word back to ATS/HRMS data so you can isolate themes for one team, one location, one stage — not just the org overall.
Works Across Every Feedback Program
Hiring manager feedback, TA team feedback, and career site feedback all flow into the same comment mining interface. One mental model, three programs, instant cross-program comparison.
Upgrade Path to AI When You Need It
When you’re ready for theme detection, priority visualization, legal alerts, or natural-language queries, Survale AI Analysis works on the same data. Start with Smart Mining; add AI when the value justifies the lift.
Comment Mining Capabilities
What Smart Comment Mining Does
Sentiment Categorization
Every comment is tagged positive, neutral, or negative based on the rating that came with the response. No model, no guess work.
Sentiment-Colored Word Cloud
Words appear in red, green, or black with size scaled by prevalence. The biggest issues and wins surface at a glance.
Operational Filtering
Slice the cloud by recruiter, hiring manager, location, department, job, stage, or date range to pinpoint insights.
Keyword Search
Full-text search surfaces every comment containing a term, with matches highlighted in context for fast scanning.
Multi-Program Coverage
Same comment mining interface for hiring manager feedback, TA team feedback, and career site feedback — no separate tools.
Drill From Cloud to Quote
Click any word to see every comment containing it. Surface verbatim quotes for stakeholder reports and root-cause investigations.
Ready to See Your Comments Tell the Story?
Walk through a live word cloud built from real candidate feedback, filtered by recruiter and location. See how Smart Comment Mining surfaces themes that would otherwise stay buried in your open-ended responses.
“The interview was rescheduled twice and I never heard back for over a week.”
“Recruiter was very responsive and kept me updated through every step.”