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Framework & Rubric (PRACTICAL)

Standardized AI project evaluation across 9 core pillars of effective Human-Centered AI design, augmented by 2 cross-cutting lenses.

Impact Metrics & Formulas

Formulas to quantify Effective Human Impact, attribution, severity-weighted harms and balanced SROI - undercut with uncertainty and equity

How We Measure Impact

We measure impact two ways: by readiness & risk, and by results in numbers

sd

We use our PRACTICAL rubric: 9 pillars of responsible AI design + 2 cross-cutting lenses to judge if projects are ready to scale.

See Framework

Impact in Numbers

We apply transparent formulas to turn outcomes into clear, decision-ready metrics with equity cuts and uncertainty bands.

See Formulas

Who We Work With

Foundations &

Impact Investors

Independent assessment and strategic guidance for AI-focused grants and portfolio companies.

Nonprofits &
Social Enterprises

Evaluation and advisory support to ensure AI tools truly serve your community.

Technical and operational evaluation

Cost and scalability modeling

Risk and equity analysis

Portfolio support and strategy alignment

Needs assessments and vendor evaluations

Privacy, safety, and equity reviews

Responsible AI strategy and staff training

Cost sustainability and implementation planning

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