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.
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.
- slack.com: 28244420881555 Manage access to AI features in Slackslack.com
- learn.microsoft.com: recording transcription overviewlearn.microsoft.com
- open.spotify.com: 0FyyANPnMYdcc04GiM2OWXopen.spotify.com
- daltonanderson.ghost.io: ai in the workplace is copilot and slack ai worth itdaltonanderson.ghost.io
- learn.microsoft.com: security microsoft 365 copilotlearn.microsoft.com
- iea.org: key questions on energy and aiiea.org
- iea.org: data centre electricity use surged in 2025 even with tightening bottlenecks driving a scramble for solutionsiea.org
- slack.com: 31377193680019 Use AI to take huddle notes in Slackslack.com
- NIST AI Risk Management Frameworknist.gov
- iea.org: executive summaryiea.org
- slack.com: 115004846068 Slack updates and changesslack.com
- learn.microsoft.com: microsoft 365 copilot overviewlearn.microsoft.com
- slack.com: 28310650165907 Security for AI features in Slackslack.com
- youtu.be: ZMvMBflUd4youtu.be
- NIST Generative AI Profilenvlpubs.nist.gov
- slack.com: 25076892548883 Guide to AI features in Slackslack.com
- daltonanderson.net: ai in the workplace is copilot and slack ai worth itdaltonanderson.net