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7.3
@binarybcc
IT Director - Multiplying Human Productivity
AI Fluency Score
7.3/10
Assessed 11/27/2025
Velocity
Legacy AI Cred score
This score uses an earlier AI Cred rubric. The dimension labels below match that rubric.
Prompt Mastery
6.0
out of 10
Technical Understanding
7.5
out of 10
Critical Evaluation
8.5
out of 10
Practical Application
9.0
out of 10
Generated 12/1/2025
John Corbin is an IT Director with one year of intensive AI practice, focused on multiplying human productivity. He builds sophisticated AI-powered systems—like a political canvassing route optimizer that replaced expensive third-party services and compressed impossible tasks into two-hour workflows. His strength lies in architectural thinking: designing guardrails, segmenting workflows around token limits, and teaching non-technical users to problem-solve with AI rather than just follow scripts.
These systems-level capabilities position him to tackle organizational AI adoption challenges—the messy work of helping teams move from curiosity to competence. His background spanning consulting, ethics, and design gives unusual context for that work. His philosophy: "Find others who know different things and build exciting things together."
Workflow Design
8.0
out of 10