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Tools

Rejection Reason Classifier

Classifies a rejection by its most likely cause from a defined set of reasons.

Module
Tools
where it lives

What it does

Classifies a rejection by its most likely cause from a defined set of reasons

Accepts a piece of content describing a declined deal, application, or request, plus a defined set of possible rejection reasons. Returns the most likely cause with supporting evidence from the input and a confidence score. The reason set is configurable; the output is structured for analytics or follow-up routing.

When you’d reach for it

  • Classifying lost deal reasons from post-mortem notes to surface recurring patterns in a pipeline.
  • Categorizing declined applications on a hiring platform by rejection reason for cohort reporting.
  • Tagging declined financing applications by the dominant factor behind each decision.