Rachel Woods

Founder & CEO of The AI Exchange

Sources checked
ABOUT

Founder of The AI Exchange and LinkedIn Top Voice with over 100,000 followers across social platforms. Former Meta data scientist, educating business leaders and practitioners on deploying practical generative AI use cases, ROI evaluation, and compound workflow automations.

Areas of focus

Professional niches

THE WORK BEHIND THE PROFILE

Proof of Work

explanationChecked Sep 22, 2026

The AI Use Case Assessment Framework: Scoping and ROI Measurement

Created the widely adopted enterprise framework for vetting generative AI ideas, scoring feasibility, calculating token and labor cost delta, and predicting time-to-value.

Scope & limitations

Intangible productivity gains (e.g. employee creativity) are harder to capture than direct headcount hours.

Context: AI ROI calculation, risk vs feasibility matrices, operational workflow mapping.

View mission

Guides to evaluating AI expertise