Three-layer framework solves the AI ROI attribution problem
The Gist
- Base layer establishes foundation with consistent data and brand guidelines
- Builder layer constructs AI workflows, agents, and automations
- Beneficiary layer captures business outcomes before revenue impact is measurable
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This framework helps teams articulate AI's value at each stage without overselling unproven revenue impact.
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