Research Note
Enterprise AI Search and Summary Test Record
Build the answer key before using the AI feature. Freeze document versions, authority order, user roles, permissions, and expected behavior.
In this article
Enterprise AI Search and Summary Test Record
Sealed source set
Build the answer key before using the AI feature. Freeze document versions, authority order, user roles, permissions, and expected behavior.
The set needs direct-answer, multi-source, stale, conflicting, ambiguous, missing-answer, restricted-source, adversarial-document, and unauthorized-action cases.
Separate answer and evidence scores
An answer can sound correct while citing an irrelevant source. A citation can be accurate while the answer omits material conflict.
Score answer correctness, completeness, qualification, freshness, citation support, citation coverage, source authority, access behavior, abstention, and action authority separately.
Permission cases
Use authorized test accounts representing different roles. A restricted answer should remain unavailable even when the prompt mentions its contents.
Also test overshared source material. Respecting existing permissions does not repair excessive access.
Prompt injection and action boundary
Place safe test instructions inside a source document and verify that the search feature treats them as content rather than system authority.
An answer surface should not invent permission to send, edit, delete, approve, assign, or publish.
Retest triggers
Retest after model, retrieval, citation, connector, corpus, permission, plan, admin, or retention changes. Passing a small set does not prove broad reliability.
Sources
Follow the evidence.
- daltonanderson.ghost.io: ai in the workplace is copilot and slack ai worth itdaltonanderson.ghost.io
- learn.microsoft.com: microsoft 365 copilot overviewlearn.microsoft.com
- learn.microsoft.com: security microsoft 365 copilotlearn.microsoft.com
- learn.microsoft.com: recording transcription overviewlearn.microsoft.com
- NIST Generative AI Profilenvlpubs.nist.gov
- open.spotify.com: 0FyyANPnMYdcc04GiM2OWXopen.spotify.com
- slack.com: 115004846068 Slack updates and changesslack.com
- slack.com: 28244420881555 Manage access to AI features in Slackslack.com
- slack.com: 25076892548883 Guide to AI features in Slackslack.com
- slack.com: 31377193680019 Use AI to take huddle notes in Slackslack.com
- slack.com: 28310650165907 Security for AI features in Slackslack.com
- daltonanderson.net: ai in the workplace is copilot and slack ai worth itdaltonanderson.net
- iea.org: data centre electricity use surged in 2025 even with tightening bottlenecks driving a scramble for solutionsiea.org
- iea.org: executive summaryiea.org
- iea.org: key questions on energy and aiiea.org
- NIST AI Risk Management Frameworknist.gov
- youtu.be: ZMvMBflUd4youtu.be