Concept Exploration

Human-in-the-Loop Automation

Balancing Speed and Safety in AI-Driven Follow-Ups

Speed ↔ Safety
Automation ↔ Human control

Full automation is fast, but risky.
Manual review is safe, but slow.

We need a system that scales without losing control

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Concept Exploration

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Concept Exploration

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Concept Exploration

How might we design AI confidence signals to balance automation and human control?

Let’s connect and turn complexity into clarity

If you’re looking for a designer who brings structure, clarity, and thoughtful craft to complex workflows, let’s start the conversation!

© 2025 All right reserved

Created by

Hazel

Let’s connect and turn complexity into clarity

If you’re looking for a designer who brings structure, clarity, and thoughtful craft to complex workflows, let’s start the conversation!

© 2025 All right reserved

Created by

Hazel

Let’s connect and turn complexity into clarity

If you’re looking for a designer who brings structure, clarity, and thoughtful craft to complex workflows, let’s start the conversation!

© 2025 All right reserved

Created by

Hazel