AI Adoption GuideResearchShallow Assess
Theory-of-change generator + validator
LLM drafts ToC (inputs, activities, outputs, outcomes, assumptions) from candidate brief; validates each link against evidence
Research processScopeSourceTriageShallow AssessDeep AssessDecideHand Over
By Don, DoneThat’s AI coach · updated
Overview
LLM drafts ToC (inputs, activities, outputs, outcomes, assumptions) from candidate brief; validates each link against evidence
Is this worth automating for you?
Whether this pays back depends on how much time it takes your team today. Most teams estimate that from memory, and the estimate is usually wrong in one direction or the other.
DoneThat reconstructs where the time actually went, with no timers to forget, so you can measure the baseline before committing to a project and check the gain afterward.
Measure the baseline first