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AWSM RSRCH
AI Tool Efficacy·MethodologyForthcoming

The Workflow-Tool Fit Methodology

The methodology underpinning AWSM LABS' post-deployment evaluation of AI tools against specific workflows. Sets the standard for how the lab publishes tool efficacy findings.

v1Target Q3 2026

This methodology document is forthcoming. It will be the foundational publication for the AI Tool Efficacy pillar — defining how AWSM LABS evaluates workflow-tool pairs from post-deployment evidence rather than vendor claims. Inquire about contributing to the methodology development.

Research Notes

Methodology

Forthcoming. This methodology document will define the five-dimension scoring framework (Outcome Efficacy, Adoption Velocity, Integration Fit, Total Cost of Ownership, Deployment Risk), the workflow taxonomy used, data sourcing protocols, and limitations.