Signal over volume
Score polarity, urgency, and theme in one pass so engineers get fewer ambiguous tickets.
Configpilotgrid
Map the emotional weather of your app reviews—then decide what to ship next without drowning in one-star noise.
73% cohorts finish live labs
18 review dialects covered
2.4× faster triage reported
Social proof
Teams already routing store voices differently
Learners come from mobile product, CX ops, and growth squads who were tired of spreadsheet archaeology.
After the Tone Ladder module, our Bangkok support lead stopped tagging every complaint as “bug.” We finally saw onboarding friction as its own cluster.
Mira K., product ops — fintech
The lab is intense. I still wish multilingual sarcasm detection got more runway—but the weekly triage board alone paid for the seat.
Anon client in travel apps
What shifts
Benefits that show up in your next release notes
Locale-aware reading
Practice with Thai-English code-switching and regional phrasing that generic models flatten.
Shared language
Give PM, support, and marketing the same sentiment vocabulary before the roadmap meeting.
Featured courses
Programs built around App Review Sentiment Analytics
Sentiment Signal Lab
From raw store exports to a living sentiment board your squad can trust.
Review Triage Sprint
Compress a backlog of reviews into prioritized themes before Friday’s ship.
Locale Sentiment Patterns
Decode sarcasm, praise inflation, and regional complaint styles across SEA markets.
How we teach
Live review decks, not slide museums
Each cohort works on anonymized App Store and Play exports. You leave with a rubric, a sample dashboard, and a facilitation script for your next cross-team sync.
Meet the pedagogy