AI adoption roadmap for research teams

A practical roadmap—stages, pilots, metrics, and governance—to integrate AI into research workflows while protecting reproducibility and trust.

---

Playbook

AI adoption playbook & pilot templates

A practical, stage-based playbook to assess, run, validate, and scale AI pilots in research settings. Includes milestone criteria, a complete pilot planning template (metrics, sample-size guidance), a risk & validation checklist, a roles & responsibilities matrix, and example retrospective and scale checklists. Recommended interactive forms and data-capture points are noted for easier reuse and reproducibility.

Playbook

Explore

Members: Add to Toolbox Share with Team Modify This Playbook

Journey

AI adoption roadmap for research teams — starter template

A practical, stage-based roadmap that helps research teams assess opportunities, run validated pilots, establish governance and traceability, operationalize reproducible pipelines, and scale AI safely across projects and groups.

Journey

Explore

Members: Add to Toolbox Share with Team Modify This Journey