Research Note
Bounded Workplace AI Pilot Framework
The charter names the decision, sponsor, accountable business owner, task, users, data, product and version, tenant, plan, configuration, duration, baseline, measures, pr
Bounded Workplace AI Pilot Framework
Pilot charter
The charter names the decision, sponsor, accountable business owner, task, users, data, product and version, tenant, plan, configuration, duration, baseline, measures, prohibited use, downstream authority, and stop condition.
The pilot is not an informal rollout. Participants use only the approved task, source set, accounts, and sharing path.
Measures
Outcome measures cover correctness, completeness, and task success. Work measures cover elapsed time, review time, correction time, rework, and support. Evidence measures cover citations and source fidelity. Risk measures cover access, disclosure, harmful errors, incidents, and user confusion.
Adoption and prompt count describe use. They do not prove value.
Operations
Before launch, owners verify permissions, retention, logging, connected sources, model or service terms, accessibility, incident intake, support, and output review.
During the pilot, a reviewer samples successes and failures. Users can report issues without being penalized for stopping use.
Closeout
The closeout compares results with the baseline and accounts for license, training, administration, review, correction, incident, and switching costs.
The decision is expand, narrow, revise, pause, or stop. Any expansion requires a new scope and approval.
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