AI Prompt Strategy & Experience Design

Global organization | AI pilot focused on improving usability, consistency, and output quality

This work focused on improving how AI-generated outputs aligned to real user needs—making results more consistent, usable, and scalable across scenarios.

The Challenge

  • AI-generated outputs lacked consistency and clarity across use cases

  • Prompts were not well aligned to user intent, creating variability in results

  • Teams struggled to reliably use AI outputs in real workflows

How We Worked Together

  • Partnered with stakeholders to evaluate how AI was being used across scenarios

  • Worked alongside subject matter experts to audit and refine prompt structures

  • Led and coordinated a distributed team of prompt writers and contributors

  • Redesigned prompts to improve clarity, structure, and alignment to real user needs

  • Focused on making outputs more usable, consistent, and repeatable

What Changed

  • Prompt structures were redesigned to better reflect user intent and expected outputs

  • Outputs became more predictable and aligned to real-world use cases

  • Guidelines and patterns were established to support consistent prompt development

  • The experience shifted from experimental to more structured and scalable

Impact

  • Improved consistency and reliability of AI-generated outputs

  • Reduced variability in response quality across scenarios

  • Established repeatable prompt design standards

  • Strengthened alignment between user intent and AI outputs

Interested in solving a similar challenge?

If you're redesigning onboarding, managing change, or scaling training programs, I’d love to partner with you.