The Framework

LinkedIn Post 15: The Framework

AC-144 research documents a governance gap in AI-generated social value reporting.

SVGA—Social Value Governance Architecture—closes that gap with five modules:

SVGA-OUTCOME: Real outcomes, not proxies

SVGA-COUNTER: Counterfactual baselines

SVGA-VOICE: Community stakeholder engagement

SVGA-TEMPORAL: Post-occupancy verification

SVGA-AUDIT: Model transparency and accountability

Together, these create a framework for honest social value. Estimates grounded in reality. Outcomes verified against promises. Communities heard and empowered.

The governance transformation starts here.

Learn more: www.socialvaluegovernance.org

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