Review highlights that show the exact phrases behind sentiment
Highlight sentiment-bearing phrases inside reviews so you can triage faster and use evidence, not gut feel, when deciding what to fix.
How to use this page
Use this page as a practical reference, then apply the ideas to your own operation and constraints.
Focus on one actionable change at a time and measure outcomes before moving to the next change.
Key Highlights
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Phrase highlighting
- Sentiment-bearing phrases are highlighted so your eyes go straight to the words that carry the meaning.
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Faster triage
- Get to the point in seconds. Most teams don't have time to read every review closely.
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Evidence for decisions
- Repeated phrases like "dirty bathroom" or "waited 40 minutes" are operationally specific.
Example highlights
Waited forever
"Food was great, but we waited forever."
Bathroom smelled
"Room was fine, the bathroom smelled."
Check-in was confusing
"Check-in was confusing and we got stuck outside."
Front desk was slow
"Front desk was slow at checkout."
Rude staff
"The server was rude about the allergy request."
Where this helps
Fast triage
Scan the key phrase instead of reading every line.
Root cause
Use the highlighted line as evidence when deciding a fix.
Team handoff
Share the exact phrase in a task or meeting note.
Combine with aspects + search
Highlights are strongest when you use them to move from signal -> proof -> action.
Start with sentiment analysis to spot a negative shift. Use aspect analysis to find the bucket taking the hit. Use review search to pull the exact set of reviews. Open them and use highlights to see the repeated phrases fast.
This workflow prevents the classic failure mode: fixing the loudest complaint instead of the most common one.
Frequently Asked Questions
Move faster without cutting corners
Turn review reading into a quick scan, with evidence you can act on.