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jevVIDEO

Pulse surveys use Jev to bucket and classify open-ended answers

Instead of dumping all open-ended responses into an LLM for a summary, Pulse's Text Insights uses Jev to bucket and classify each answer, enabling real-time filtering, grouping and drill-down.

Max Shaw
@_maxdshawArchived 27 days agoOriginally posted 2026.10.05
Max Shaw @_maxdshawOriginally posted 2026.10.05
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pretty proud of how we built "Text Insights" on pulse surveys. analyzing open ended text response questions is tricky. most platforms shove all the responses into an LLM and get a summary. in practice this isn't that useful and you can't slice and dice data easily. instead we built a custom pipeline using jev (@typesafeai) that buckets and classifies every response. this allows you to filter and group responses in real time and you can easily go deeper with Windy whenever you want.

x.com/_maxdshaw/status/2107119645392023571Archived 2026.10.06 10:04