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Designing Human–AI Collaboration in SaaS

Platform Labs

The next UI layer isn’t visual—it’s conversational

Feb 6, 2025

Written by

Lianne Cho

UX Researcher at Platform Labs

Back to Labs

Designing Human–AI Collaboration in SaaS

Platform Labs

The next UI layer isn’t visual—it’s conversational

Feb 6, 2025

Written by

Lianne Cho

UX Researcher at Platform Labs

Back to Labs

Designing Human–AI Collaboration in SaaS

Platform Labs

The next UI layer isn’t visual—it’s conversational

Feb 6, 2025

Written by

Lianne Cho

UX Researcher at Platform Labs

AI tools are shifting from automation to collaboration. In SaaS platforms, users don’t just consume output—they shape it through conversation, prompting, and shared control. Designing this interaction requires new mental models and interface strategies.

Moving Beyond UI Controls

Users expect tools to understand and respond, not just execute.

What Collaboration Looks Like

Shared goal-setting, task splitting, and assistive suggestions are key traits of effective human–AI workflows.

Best Practices

Build intuitive prompt interfaces
Set expectations for AI capabilities and limits
Visualise AI’s “thought process”
Offer fallback manual options
Teach users how to co-create with AI

Key Takeaways

Co-creation builds confidence in AI tools
Collaborative UX reduces user dropout
Natural language becomes the new design surface
Teaching moments improve feature adoption

The next UI layer isn’t visual—it’s conversational

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Julia Takano

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Designing Human–AI Collaboration in SaaS

The next UI layer isn’t visual—it’s conversational

Designing Human–AI Collaboration in SaaS

Designing Human–AI Collaboration in SaaS

The next UI layer isn’t visual—it’s conversational

Moving Beyond UI Controls

What Collaboration Looks Like

Best Practices

Key Takeaways

The next UI layer isn’t visual—it’s conversational

The next UI layer isn’t visual—it’s conversational

More Articles

Adaptive AI: Smarter Decision-Making in Digital Products

Adaptive AI: Smarter Decision-Making in Digital Products

Ethical AI Systems for Scalable Products

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Zero-Latency Infrastructure for Real-Time AI

Zero-Latency Infrastructure for Real-Time AI

Automated Infrastructure Observability Made Simple

Automated Infrastructure Observability Made Simple