Federal / Audit / Finance

Open-response topic identification

Exact public inventory example

Description

Uses unsupervised NLP to identify themes in public engagement questionnaire responses.

AI / analytics pattern

Unsupervised NLP / clustering

Automation level / stage

Pre-deployment

Expected benefit

Faster public engagement analysis

Controls / human review

Validate themes with subject-matter experts.