AffilioTech — Ideas to Impact

AI support assistant built on a company's own documentation

A support inbox answering the same forty questions over and over, in three languages.

The problem

Support handled a high volume of repetitive questions that were already answered in the help centre — but nobody read the help centre, and search there was poor.

What we did

We built a retrieval assistant grounded strictly in the company's own documentation, with citations on every answer and an explicit hand-off to a human whenever confidence was low or the question involved billing. Unanswered questions were logged as a queue for the content team.

Outcome

  • Repetitive questions largely deflected before reaching the inbox
  • Every answer carries a source link, so trust stayed intact
  • Gaps in the documentation surfaced as data instead of guesswork

Stack & channels

LLM APIsRetrieval (RAG)Node.jsWeb widgetAnalytics
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