Where would you put the human approval gate?

We built an internal AI lead qualification and follow-up demonstration at FusionAura Studio.

Enquiry → lead capture → AI-assisted qualification → local CRM record → personalized draft → human approval → local demo outbox.

Built with Python, Ollama, Qwen 2.5 and SQLite. The case study shows the real interface, workflow and approval controls.

Explore the case study: https://contra.com/p/AsXA7ggk-ai-lead-qualification-and-follow-up-automation-internal-concept

Rate the workflow clarity from 1–10. What would you change to make the review process easier to trust?

Functional internal prototype using fictional leads. No commercial CRM or external email provider is connected, and no real emails were sent. This is not a production-ready system or a client project.