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    Quality6 min readReviewed July 14, 2026

    How to test AI answers before publishing

    Create repeatable question sets with expected answers and use test history to catch regressions when knowledge changes.

    Prepared by the VSCRM AI team

    Expected outcome

    A reusable quality checklist for the answers most important to your customers.

    Step-by-step

    1

    Create a focused question set

    Group questions by a product, service, policy, release, or customer journey instead of mixing unrelated topics.

    2

    Add expected answers

    Record the facts a correct answer must contain. Keep expectations specific enough to review consistently.

    3

    Import larger sets if useful

    Use the provided TXT or CSV format when a team already maintains a question bank.

    4

    Run against the intended knowledge

    Select the same knowledge base and mode the published assistant will use.

    5

    Review and repeat

    Improve weak sources, run the same set again, and keep the history as evidence of the change.