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7.1
@DigitalCourtney
Product Manager @ UK Civil Service
AI Fluency Score
7.1/10
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
7.0
out of 10
Technical Understanding
7.5
out of 10
Critical Evaluation
7.5
out of 10
Practical Application
7.5
out of 10
Workflow Design
5.5
out of 10
Generated 12/1/2025
Courtney Allen is a Product Manager with experience in the UK Civil Service, bringing rigorous evaluation standards to AI-assisted work. She builds multi-layered verification workflows—cross-checking outputs across models, catching subtle context errors that others miss, and making tool selections based on benchmark data rather than hype. Her technical troubleshooting is sharp: she diagnoses why prompts fail and restructures accordingly.
These capabilities position her to lead AI adoption in environments where accuracy is non-negotiable. She's already proven she can teach her methodology to others who adapt it independently—a multiplier effect that compounds. With a high learning velocity and three frontier models tested in the past month alone, Courtney's systematic approach is still accelerating.