AI Champions Network Sessions

Audience: Selected faculty and staff representatives

Format: Monthly or quarterly community of practice

Coordination, Synergy, and Peer-Led Diffusion

Make knowledge move,
without silos.

The AI Champions Network is a community of practice for selected representatives across units. Sessions surface real use cases, identify obstacles, coordinate guidance, and keep policy aligned with actual campus work. The goal is sustainable diffusion, not top-down announcements.

Purpose: peer-led diffusion
Rhythm: monthly or quarterly
Output: shared playbooks
Why this exists: The role requires coordination and synergy across units. This network turns individual wins into institutional practice, without burning out a single office.

Core Topics

What the network repeatedly works on across meetings.

Sharing Use Cases

Short, repeatable wins. What problem, what workflow, what guardrails, what changed.

Reviewing New Tools

Fast evaluation using shared criteria, not vendor marketing and not social media buzz.

Troubleshooting Challenges

Where implementations break, what misconceptions repeat, and what support fixes it.

Updating Policies and Guidance

Adjust language and examples so it matches real work, while staying safe and consistent.

Avoiding Silos

Cross-unit signals, shared templates, and a consistent message across departments.

Measuring What Matters

Track adoption and clarity, not “AI excitement.” Use lightweight indicators that reduce burden.

Session Cadence

A repeatable agenda that makes monthly or quarterly meetings productive.

1. Signal Round

Each unit shares one win, one stuck point, one emerging risk, one request for guidance.

2. Use Case Spotlight

One champion presents a workflow, including constraints, guardrails, and proof of usefulness.

3. Tool or Policy Review

Evaluate a tool, feature, or policy question using shared criteria and a decision log.

4. Commit and Carry

Agree on one guidance update, one resource, and one message champions will bring back.

Timebox suggestion: 60–90 minutes. Keep presentations short, protect discussion and decision time.

Operating Model

How the network stays coordinated, useful, and sustainable.

  • Facilitator: holds the agenda, protects time, maintains the decision log.
  • Champions: bring unit signals, share workflows, carry guidance back.
  • Policy liaison: ensures updates align with institutional standards and approvals.
  • Usefulness (boring, repeatable value).
  • Risk (data sensitivity, compliance, reputational harm).
  • Verification (how outputs are checked, by whom).
  • Equity (who benefits, who gets excluded, who bears the burden).
  • Support cost (training load, documentation load, maintenance).
  • One shared repository for playbooks and templates.
  • One decision log, updated every session.
  • One “message of the month” delivered across units.
  • Rotate spotlight, so innovation is distributed.

Network Artifacts

Concrete outputs that outlive meetings.

Use Case Cards

One-page workflow snapshots, including constraints, prompts, checks, and safe defaults.

Decision Log

What we tested, what we decided, why, and what conditions must be true for safe use.

Guidance Updates

Short, plain-language policy clarifications with examples, updated as practice evolves.

Troubleshooting Library

Patterns of failure, fixes that worked, and common misconceptions paired with scripts.

Outcomes

Sustainable coordination, built into campus routines.

Shared Language and Faster Support

Units stop reinventing answers, and people know where to go, and what “safe” means.

Consistent Guidance Across Campus

Policies match real practice, and messaging does not fragment into department folklore.

Visible, Repeatable Use Cases

Operational improvements spread via playbooks, not reliance on a few power users.

Governance That Keeps Up

New tools get evaluated with shared criteria, and decisions are documented and revisitable.

Network rule: Champions do not become a separate class of “AI people.” They become connectors who make the work understandable, safe, and shared.