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Use cases

Opinion analysis for teams who need more than sentiment.

Built for the moment when comments stop being noise and start becoming evidence.

Client reports, competitor reads, creative validation

Agencies

Win client pitches with audience data they can't get from a sentiment report. Show which argument won the room, not just whether the room was angry.

Issues monitoring, message testing, crisis response

PR and comms

Know if the backlash is real or just loud before deciding how to respond. Spot which narrative is gaining traction before it becomes the headline.

Content planning, audience research, community reads

Creators

Post with confidence. See what your audience actually believes — not just how they reacted — before you decide what to say next.

Opinion coding, qualitative research, export workflows

Researchers

Turn public comment sections into structured stance datasets. Every classification comes with the original comment and AI reasoning you can cite.

Common workflow

From public reaction to shareable report.

Works for a single post or a full profile. Export the result as CSV or PDF.

01 / Paste or upload public comments

02 / Classify stance and engagement weight

03 / Review narratives and quote evidence

04 / Export or share the report

See what your audience actually believes.

Run your first analysis from £1. No commitment needed.

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