Process case study
How AI speeds research, ideation and A/B variants without replacing craft.
A process case study showing where generative AI belongs in a high-craft UX and commerce workflow.
AI ProductAI UXCRO
The problem
A/B testing and product ideation can bottleneck at synthesis, copy exploration and asset variation, especially when teams need more options fast.
My process
- Use AI to summarize research notes and surface recurring friction patterns.
- Generate variant directions for headlines, hierarchy and imagery, then filter through a human design hypothesis.
- Prototype the strongest options in Figma and QA for brand, accessibility and conversion clarity.
- Document what AI influenced and where human judgment made the final call.
The solution
A transparent AI-assisted workflow where AI expands the option space and the designer protects taste, context and user trust.
Impact
Faster variant production with clearer rationale for every design decision.