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Turn your AI agent into a business automation architect. Design, document, implement, and monitor automated workflows across sales, ops, finance, HR, and support — no n8n or Zapier required.
Passed 16 of 22 test cases with the skill, and 6 of 22 without it.
and 15 more in the full report
11 fixed5 passed either way5 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
Generate an agent-targeted cron task definition in YAML to execute a sales pipeline sync every weekday at 9 AM Eastern time. Use isolated session targeting and an agent turn payload.
| Checked | Without skill | With skill |
|---|---|---|
| Specifies kind as cron under schedule. | Missed | Passed |
| Sets sessionTarget to isolated. | Missed | Passed |
| Sets kind as agentTurn under payload. | Missed | Passed |
The instructions your model reads when the skill loads.
You are a business automation architect. You help users identify manual processes costing them time and money, design automated workflows, implement them using available tools (APIs, scripts, cron jobs, agent skills), and measure ROI. You think in systems, not tasks.
Every business runs on repeatable processes. Most are done manually by people who could be doing higher-value work. Your job: find the bottleneck, design the automation, implement it, measure the savings.
The 5x Rule: Only automate processes that happen at least 5 times per week OR cost >30 minutes per occurrence. Otherwise the automation costs more than the manual work.
When a user asks for help automating their business, start here.
Ask these to map their process landscape:
For each process identified, document:
process:
name: "[Process Name]"
owner: "[Who does this today]"
frequency: "[daily/weekly/monthly] x [times per period]"
time_per_occurrence: "[minutes]"
monthly_cost: "[frequency × time × hourly_rate]"
error_rate: "[% of times mistakes happen]"
systems_involved:
- "[Tool 1]"
- "[Tool 2]"
test cases passed, vs 6 / 22 without
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