Input
Twenty anonymised support questions from the same week, the current help guide, and the product's release notes. Give each question an ID so the output can point back to it.
Field notes
Three practical guides: choose a first workflow, write a task brief, and test the team before expanding it.
Working guides
Start with a task that has known inputs, a repeatable output, and someone who can judge it. “Prepare a weekly customer-question brief” is a better starting scope than “manage customer experience.”
Twenty anonymised support questions from the same week, the current help guide, and the product's release notes. Give each question an ID so the output can point back to it.
A brief of no more than 600 words: the five most frequent themes, counts, source IDs, missing answers, and three suggested documentation changes.
A support lead checks every count and recommendation against the inputs. Customer replies, ticket changes, and publication stay outside the task.
One week's questions become one brief. Separate drafting a help article into its own task so a bad draft does not block the research.
A Researcher groups the questions; a Content creator writes the brief; you review the result. Combine the first two roles for a smaller pilot.
A brief fails review if a theme has no source IDs, counts do not add up, or a recommendation claims an unsupported product capability. Ask for corrections before reusing it.
Replace the bracketed fields, then attach the source material. A good brief says what to produce, what counts as done, and when to stop and ask.
Task: [Prepare the weekly customer-question brief] Outcome: [Help the support lead choose documentation fixes] Owner: [Researcher] Reviewer: [Support lead] Inputs: [Ticket IDs Q01–Q20, help guide, release notes] Deliverable: [600-word brief with themes, counts, source IDs] Done when: - Every finding links to an input. - Counts match the source sample. - Assumptions and missing information are listed. Boundaries: Do not send replies, edit tickets, or publish. If blocked: List the missing input and ask the reviewer. Handoff: Submit the draft and source list for review.
Example correction: Replace “make this useful” with “include the three most common unanswered questions, each with a ticket ID.” That turns a preference into a check the reviewer can perform.
For a recurring task, keep the brief stable and update only the input period, files, and reviewer. Change the instructions when review finds a recurring problem; record why you changed them.
Turn a good brief into a playbookRun the same brief on a small set of representative inputs. Track the work unit, review effort, and corrections together. More agents are useful only if the handoffs improve the result.
| Record | Example for one brief | What it tells you |
|---|---|---|
| Input size | 20 customer questions | Whether next week's workload is comparable. |
| Review effort | Minutes spent checking sources and editing | Whether the draft actually saves work. |
| Corrections | Unsupported findings, wrong counts, missing inputs | Whether to improve the brief or change the role. |
| Run cost | Model, tool, retry, and runtime usage when available | The cost of an accepted result, including failed attempts. |
In setup, select Research & strategy and Create content, choose Light workload, and start with two agents. Compare Balanced with Higher capability while leaving the work and team size unchanged. Then compare Weekly and Monthly to understand the planning period.
The displayed rates are illustrative, so use this comparison to test the planning controls. Before buying a real service, replace the sample assumptions with measured usage, a price quote, and your own review time.
Read the spending modelReference
A capability table and direct links to the tools you can try.
Open project updatesDownload the original logo and the scalable website favicon.
Open the identity kitA reproducible tour of setup, task handoffs, and budget controls.
Use the demo guide