AI task brief
Give an AI tool the context, constraints and definition of a useful result before asking it to do the work.
Open the free starting point ↗AI WORKFLOWS
THAT HOLD UP.
Reusable starting points for turning AI from a clever response into work with clear inputs, human checks and a useful next action.
Get the free Starter Pack ↘Free templates / no tool lock-in
The useful distinctionA prompt is
A prompt is
one moment.
A workflow template captures the surrounding system: what goes in, what AI can help with, what a person must verify and where the final output belongs. That makes it easier to repeat, improve and stop when it no longer pays off.
Copy-ready systemsChoose the
Choose the
next useful move.
Research-to-decision brief
Turn source material into a defensible recommendation by separating facts, inferences, uncertainties and next action.
Use the decision brief ↗Weekly AI review
Review what saved time, where human correction was needed and which one workflow improvement to keep next week.
Build the review ritual ↗Automation ROI check
Estimate whether a repeated task saves enough time to justify building, maintaining and reviewing an automation.
Run the ROI calculator ↗Three rules for
useful AI work.
- 01 / Name the outputIf you cannot describe what good looks like, the tool cannot reliably help you get there.
- 02 / Keep the human checkMake approval, source verification and judgment visible wherever a mistake has consequences.
- 03 / Measure the frictionKeep a workflow when it improves time, quality or consistency — not simply because it uses AI.
Field notes / FAQStart with
Start with
the task.
What is an AI workflow template?+
It is a reusable structure for a task: the inputs, context, checks and output shape that make AI-assisted work more consistent.
Should I automate every repeated task?+
No. Start with a task that happens often, has a clear output and can be checked by a person. Estimate the value before adding maintenance overhead.
Where should I start?+
Use the AI task brief for a new experiment, then use the research-to-decision brief when the work affects a meaningful choice.
Get the useful
starting layer.
The free AI Workflow Starter Pack brings the core templates together with a simple process for testing one repeated task this week.