Resources
Tools, templates, and research to help small businesses navigate AI adoption while protecting their workforce.
Toolkits
Downloadable templates and guides to implement the AWG framework in your organization.
Evaluate which roles and tasks will be affected by AI implementation before you begin.
Identify skills, roles, and transition pathways across your organization.
Structure redeployment, reskilling, and role redesign before considering displacement.
Ready-to-use templates for transparent workforce communication during AI transitions.
Research
Key studies and reports that inform our framework and approach.
Oxford Martin School
MIT Task Force
McKinsey Global Institute
Brookings Institution
NBER Working Paper
Videos
Video content explaining AI automation and workforce transition strategies.
An introduction to assessing which roles are most affected by AI.
See how small businesses implement responsible AI adoption.
Real examples of redeployment and reskilling done right.
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