Splitting Human and AI Experiences in Community
Splitting Human and AI Experiences in Community

Zach Hawtof
Explore the spectrum of customer support experiences, from transactional solutions focused on speed and efficiency to non-transactional interactions that foster human connections. Discover how to balance both approaches for optimal customer satisfaction and engagement in "Splitting Human and AI Experiences in Community."

Transactional vs. Non-Transactional Experiences
Customer support exists on a spectrum. At one end: transactional experiences built for speed and self-service. At the other: non-transactional experiences rooted in human connection.
The Core Distinction
Transactional experiences prioritize immediate problem resolution. Users need answers now. They don't care whether a person or automated system provides the solution—only that the problem gets solved efficiently.
Non-transactional experiences prioritize human connection as the path to resolution. Users seek guidance, best practices, and relationship-building alongside their answers.
The 90% vs. 100% Framework
This spectrum reveals a strategic tension in customer experience design.
Transactional systems excel at getting customers 90% of the way to resolution. Self-service documentation, AI chatbots, and automated workflows handle the majority of common issues. Speed and scalability matter more than perfect personalization.
Non-transactional experiences aim for the full 100%. Human expertise fills gaps that automation misses. Community members share nuanced context. Support teams provide customized guidance. The final 10% requires understanding that only human connection delivers.
When Each Approach Wins
Choose transactional when:
Users face repetitive, well-defined problems
Speed to resolution drives satisfaction
Scale demands automation
Solutions exist in documented form
Choose non-transactional when:
Problems require contextual understanding
Best practices evolve through discussion
Relationship-building creates long-term value
Complex scenarios need human judgment
The Balanced Approach
The most effective support strategies don't pick sides. They recognize when automation serves users best and when human connection becomes essential.
Start with transactional systems that efficiently handle common scenarios. Layer in non-transactional touchpoints where expertise and relationships matter most. Design clear escalation paths between the two.
This balanced model maximizes efficiency while preserving the human elements that drive deeper engagement and lasting customer success.


