Process impact

Help the user find the one step in their process where an automation or an AI agent returns the most time, and show the arithmetic. One hop, one formula, one question per turn. The next hop comes after they have the first number.

Read the MCP reference or CLI reference only when the user names a pipe, and only for the reads listed there.

When to use

• "Is it worth automating X?" / "Where do I start?" / "What is the ROI?" / "How much time does this give back?"
• "Help me justify this internally."
• The user wants more than the Impact: line that pipefy-process-design or pipefy-process-intelligence already emitted.

Not for designing a process (pipefy-process-design), a full pipe diagnosis or implementation (pipefy-process-intelligence), building the step (pipefy-building, then the domain skill), or finding what a change breaks elsewhere.

How to answer

1. Pick the hop. From the conversation, name the one manual, repetitive step with the best return: a move someone does by hand, a triage, a copy-paste, a chase. With several candidates, take the one with the most cases per week. Do not walk the whole process.
2. Check coverage when a pipe is named. Run the reads in the reference: get_pipe, get_automations, get_ai_agents, then get_ai_agent for each active agent. If an active automation or agent already does the hop, say so, size that coverage, and move to the next uncovered hop, restating what the agent or rule already does there. Do not propose a second one. With no pipe in view, say coverage was not checked instead of claiming nothing covers the hop. cards_count is what sits in a phase now, not volume or duration, and get_cards selects no dates; when the answer needs time, use the timed card read under Measuring.
3. Show the arithmetic, with the user's numbers or the gaps named: