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FAQ sources are structured question/answer pairs. They can be retrieved by tools like other knowledge and also power a fast path that can answer without an LLM call.

Write effective FAQs

1

Use a customer-shaped question

Write the phrase people actually ask, including the product or action when ambiguity is possible.
2

Make the answer self-contained

Include the direct answer, necessary constraints, and the next action. Avoid references such as “as above” that depend on page layout.
3

Separate distinct intents

Do not combine billing, security, and troubleshooting in one pair. Smaller intents produce cleaner semantic matches.
4

Index and test paraphrases

Ask the widget several natural variants and confirm the expected FAQ wins over similar entries.

Fast-path behavior

For question-like messages, the agent embeds the text and searches the organization’s FAQ vectors for one top result. A similarity score of 0.85 or higher and a non-empty stored answer cause the pipeline to publish that answer directly.
The threshold favors precision over recall because the response bypasses model reasoning. Lower-scoring FAQs can still contribute through normal tool-based retrieval.

Maintenance

  • Review unanswered-question records for missing FAQ candidates.
  • Consolidate near-duplicates that compete for the same query.
  • Include dates or plan scope where policy changes over time.
  • Reindex after edits and test both the direct answer and nearby negative cases.
  • Remove answers that require real-time account data; use verified tools instead.
Last modified on July 17, 2026