The Approach · Loop Sessions

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Short sessions, real data, no theory theater. Start with the latest, or follow the path.

Theory of Change with AI: 4 Steps Funders Can't Poke Holes In
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The watch path

1
What the Loop is
Start here
2
Clean data at the source
4 capabilities
3
Unify qual + quant
At the source
4
Get AI-ready
5 shifts
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The Loop Guarantee
First workflow in 2 months

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The Loop
Your data is 95% invisible: 5 shifts for AI-ready orgs
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Workflows
Clean data at source — 4 capabilities that change everything
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Workflows
Unify qualitative + quantitative at the source
Sopact is the reading layer for impact measurement. Collect clean at the source, read every response on arrival, and act while it still matters — measurement as a weekly habit, not an annual project.
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