Features

Entity extraction from reviews (people, places, products)

Identify named entities mentioned in reviews, people, places, and products or amenities, so you can spot repeated mentions and investigate faster.

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

People mentions
Spot staff names guests choose to highlight. Understand what service moments stand out.
Place mentions
Catch location expectations, what "central" or "close to transit" actually meant to guests.
Products & amenities
Track repeated operational issues, air conditioning, wifi, shower pressure, across reviews.

Caution

Entity extraction is for insights, not staff performance scoring.

What entity extraction identifies

People

Names guests mention in reviews. Useful context for understanding what service moments stand out.

Places

Cities, landmarks, transit mentions. Often reveal expectation gaps about location and convenience.

Products/amenities

Air conditioning, wifi, espresso machine. Where you catch repeat operational issues.

Operational uses

Repeated mentions of a room/amenity

If "air conditioning" shows up again and again, quickly answer if it's all locations, one floor, or one unit type.

Location/place mentions tied to expectations

When guests mention "airport" or "metro" negatively, it's often an expectation-setting fix, not a branding debate.

Staff-name mentions (insight, not HR tooling)

Use for coaching moments and training opportunities. Not for ranking people.

Where this helps

Amenity issues

Track repeated mentions of air conditioning, wifi, or shower pressure.

Location expectations

Spot mismatched expectations around transit or neighborhood distance.

Staff mentions

Use names as context for coaching, not ranking.

Frequently Asked Questions

Tired of vague feedback?

Start tracking the specific things guests name.

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