Vitaly Kuzenkov
Support agent

Answers from your own documents, with the source

A support assistant that answers from the help centre, cites the page, and hands over to a person when unsure.

45% of questions answered without a person

Answers from your own documents, with the source: the main product screen
Product screens, redrawn with sample data

The support team answered the same questions every day, and the answers already sat somewhere in 600 pages of help articles, release notes and internal guides. I built an assistant that searches that material, answers in the customer's own language, and cites the exact page it used. When the documents do not hold the answer it says so and passes the ticket to a person with a short summary, rather than guessing. New articles are added to its knowledge as soon as they are published. Result: about 45% of incoming questions answered without a person, and the first reply down from hours to under a minute.

Client
B2B software company, Germany
Role
Design and build
Stack
Python, FastAPI, PostgreSQL with pgvector, Claude, Zendesk integration, a review screen for the team
Answers from your own documents, with the source: the poster

Product screens, redrawn with sample data

  • Answers from your own documents, with the source: product screen 2 of 5
  • Answers from your own documents, with the source: product screen 3 of 5
  • Answers from your own documents, with the source: product screen 4 of 5
  • Answers from your own documents, with the source: product screen 5 of 5
Back to the wall