SkinDeepRESEARCHSteve Seguin

Use case · Related prototype

Route customer requests

Send a request to the right queue.

  1. Where is my order?
  2. Predict a category
  3. Send to order support
Illustration of the proposed workflow.

A help desk could send billing, delivery and account questions to the right team. If the request does not fit a known category, it can ask for clarification instead of forcing a match.

Where the small model fits

A text encoder supplies features and a classifier returns a category ID. Intermediate heads or a small-model fallback could reduce processing for routine requests; those are separate comparisons from removing a written reply.

What would need to work

Test routing accuracy, unfamiliar requests and the cost of sending a request to the wrong queue. Existing banking-topic tests do not establish that the same classifier works for arbitrary company policies.

Related experiments and evidence