Ten thousand comments nobody read. Now they talk.
AI and natural language processing across surveys, reviews, social media and call transcripts — validated by human analysts who understand how people here actually write.
Your open-ended answers are the most valuable data you never use
The comment box at the end of the survey holds the real reasons behind every score. It also holds four thousand rows of text that nobody has time to read, so it gets ignored.
Sentiment analysis reads all of it — grouping topics, scoring emotional intensity and quantifying how many people raised each issue. You end up with a ranked list of what people care about and the quotes that prove it, which is what actually persuades a management team.
How we run it
Collect
We pull text from surveys, reviews, social platforms, tickets and transcripts.
Process
Language detection, cleaning and NLP classification tuned to local language use.
Validate
Analysts hand-check a stratified sample and correct the model where it drifts.
Report
Topics, sentiment, intensity and trend, with verbatim evidence for each finding.
What you receive
Topic & theme extraction
What people talk about unprompted, ranked by volume — including issues your survey never asked about.
Sentiment & emotion scoring
Positive, negative and neutral with intensity, plus frustration, trust and enthusiasm signals.
Trend over time
How sentiment moved around a price change, campaign, outage or leadership announcement.
Channel & language split
Sentiment by platform and language, because your Facebook audience is not your survey audience.
Competitor comparison
Public sentiment about named competitors tracked alongside your own, on the same scale.
Evidence pack
Representative verbatim quotes per theme, cleared for use in internal presentations.
Typical investment: from US$1,800 for a one-off study up to US$7,500 for multi-source, multi-language analysis. Continuous monitoring available from US$450 per month.
Every place opinion is written down
Survey open-ends
The comment boxes at the end of every questionnaire.
Reviews & ratings
Google, Facebook and sector-specific review platforms.
Social & messaging
Public posts, comments, replies and WhatsApp feedback.
Calls & tickets
Transcribed call recordings and helpdesk conversation logs.
Pair it with another lens
Stakeholder Satisfaction Surveys
Measure perceptions, expectations and satisfaction across every stakeholder group.
ExploreCorporate Feedback Analytics
Turn customer, employee and partner feedback into live dashboards and decisions.
ExploreCustomer Churn Predictive Analytics
Identify who is about to leave — and intervene before they do.
ExploreQuestions we get asked
Ready to find out what they really think?
A 30-minute call is enough to scope the study, agree the sample and give you a fixed price. No obligation, and we will tell you if a cheaper method would do.
No obligation · Response within one business day · NDA on request