AI did the work. Who gets the credit?
Human timesheets and AI usage logs each record only half the work. A useful attribution model keeps accountability human while making material AI contributions visible.
WhoWorked team8 min read
Blog
Ideas for clearer work records
Tracking client delivery, organizing work, and recording what humans and AI each contributed.
A practical guide to attributing human and AI work
Build a clear record of human responsibility, AI involvement, time spent, and outcomes without inventing machine hours.
WhoWorked team4 min read
Measure AI adoption without turning work into surveillance
Prompt counts and token totals measure activity, not value. Evaluate AI adoption through delivery, review, cost, and outcomes instead.
WhoWorked team9 min read
Latest posts
AI attribution
AI did the work. Who gets the credit?
Human timesheets and AI usage logs each record only half the work. A useful attribution model keeps accountability human while making material AI contributions visible.
WhoWorked team8 min read
AI attributionWorkstreams
A practical guide to attributing human and AI work
Build a clear record of human responsibility, AI involvement, time spent, and outcomes without inventing machine hours.
WhoWorked team4 min read
AI operations
Measure AI adoption without turning work into surveillance
Prompt counts and token totals measure activity, not value. Evaluate AI adoption through delivery, review, cost, and outcomes instead.
WhoWorked team9 min read
AI attribution
The AI attribution maturity model
Teams can progress from ad hoc AI disclosure to governed work records without collecting every prompt or deploying every integration at once.
WhoWorked team8 min read
Agency operations
How should you invoice AI-assisted work?
AI changes the relationship between hours, cost, and delivered value. Compare how six common billing models handle that change.
WhoWorked team10 min read
AI attribution
A practical model for AI attribution
A statement that says “AI was used” reveals almost nothing. Practical attribution records contribution, ownership, initiation, review, and evidence.
WhoWorked team9 min read
WorkstreamsAgency operations
Organize delivery with workstreams
Use a durable layer between projects and tasks to improve estimates, time entry, reporting, and delivery decisions.
WhoWorked team5 min read
Agency operationsWorkstreams
Why agency timesheets lose billable context
Turn time entries into a useful delivery record with stable workstreams, concise outcome notes, and timely review.
WhoWorked team4 min read
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