What's the Output-First test for automation?

Write down the exact output the process must produce — a qualified lead list, a support ticket response, a weekly report. If the output is clear and consistent, AI can do it. If the output changes based on nuanced human judgment every time, start with a human-in-the-loop approach.

Which processes give the fastest ROI when automated?

1. Customer support first responses (saves 60-80% of ticket time). 2. Lead qualification and scoring. 3. Content repurposing (turn one piece into five formats). 4. Data entry and CRM updates. 5. Meeting summaries and action items. These are high-frequency, well-defined tasks.

What processes should you NOT automate yet?

Avoid automating: new client onboarding (relationship-critical), strategic decisions, creative direction, and anything requiring real-time emotional intelligence. These are human-first until AI tools mature further.

How does the AFC framework prioritize automation?

The Agent-First Company framework ranks processes by: frequency × output clarity × risk of error. High-frequency, clearly-defined, low-risk processes get automated first. This creates a sequenced roadmap instead of random AI experiments.

How do you measure if an automation is working?

Track: time saved per week, error rate vs. human baseline, and output quality score. If the agent produces outputs at 80%+ of human quality in 20% of the time, it's worth keeping. Below 70% quality = back to human or human-in-the-loop.