Loading your experience...
Preparing something amazing for you

4.2
@rjw62
Owner of Marcolina Cleaning and Restoration
AI Fluency Score
4.2/10
Assessed 11/29/2025
Velocity
Generated 12/1/2025
Richard Wigton is a business owner and philosophy graduate who turned to AI two months ago—not out of curiosity, but necessity. Launching a cleaning and restoration company with his wife, he needed to solve real operational problems fast.
What emerged: sophisticated prompt construction that anticipates AI assumptions, systems thinking that connects tools rather than treating them in isolation, and the kind of rapid self-correction that comes from learning under pressure. He's building invoicing automation, exploring workflow integration, and developing intuition through deliberate experimentation.
Richard's trajectory matters more than his current position. He's learning at high velocity with a practitioner's mindset—someone building a business who treats AI as infrastructure, not novelty.