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AI Integration

Making Sure Your Assistant Knows Today's Policy

Sync frequency, cache invalidation and the ownership model that stops an AI assistant answering from last year.

Updated 2 min readBy SpiderHunts Technologies

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Quick answer — TL;DR

The index must follow the documents within hours, superseded content must be removed rather than archived in place, and someone must own the twenty documents that matter. Without all three, quality decays invisibly.

Staleness is the quiet failure

Nothing errors when an assistant answers from a superseded policy. It is confident, well-written, cited, and wrong — and it stays wrong until a customer or a colleague notices.

That is why currency needs engineering attention rather than good intentions.

Sync, do not rebuild

  1. Watch the document source for changes, rather than reindexing everything nightly
  2. Update the affected passages within minutes of a change
  3. Remove deleted documents from the index immediately
  4. Log every index change, so a wrong answer can be traced to a document version
A nightly full rebuild sounds simpler and it means your assistant can be a day out of date on the morning a price changes.

Down-weight the old

Where you cannot remove something, use the review date. Content not reviewed in two years should rank below current material and should carry a visible note in the answer.

It is a small piece of logic and it prevents a whole category of embarrassment.

The ownership model

  • Every core document has a named owner
  • Every core document has a review date, enforced by a reminder
  • Changes to price, policy or process trigger a documentation check
  • The unanswered-question log is reviewed monthly and turned into content

Prove it periodically

A short set of questions with known current answers, run weekly against the live system. If any answer changes unexpectedly, something upstream has moved.

It takes an hour to build and it is the difference between finding a staleness problem yourself and having a customer find it.

FAQ

Frequently asked questions

The questions readers ask us after this guide.

Still have a question?

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How quickly should the index update?

Within an hour for anything customer-facing. Within a day is acceptable for internal reference material that changes rarely.

What if our documents live in several places?

Each source needs its own sync. That is normal, and it is an argument for consolidating the ones that matter most.

Who should own the review dates?

The person accountable for the underlying policy, not the person who maintains the AI. Otherwise the technical team is guessing at business truth.

Can the system tell us what is stale?

Yes — it can report which documents are past review and which are being retrieved most. That combination is a good prioritised list.

Keep reading

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