AI Leverage
What AI actually does here.
Turns thousands of open-text engagement-survey comments into ranked themes with real verbatim evidence — PII removed, ready for a leadership deck.
Thousands of comments
4–5 themes / question
Reading the unreadable
Coding thousands of open-text responses by hand isn’t realistic for a People team — the agent reads the whole set and returns ranked themes with evidence, turning volume into insight.
Verbatim evidence
≥ 12 quotes / theme
Verifiable, not vibes
Each theme is backed by at least twelve real quotes ordered by frequency, so the finding can be checked against the source rather than trusted blind.
Automatic PII redaction
names · emails · IDs
Privacy as a feature
Redaction is built into the pipeline, making it safe to analyze and circulate sensitive feedback — the guardrail that lets the analysis happen at all.