AFA Assessment measures how you actually collaborate with AI toward a goal — how well you work with it, how good the result is, and how responsibly you handle risks along the way.
Measure it. Understand it. Use it. Prove it.
AI Fluency is the ability to govern the consequences of collaboration with AI. AFA makes that capability visible through a real, goal-based collaboration session — not a self-rating, tool checklist, or multiple-choice test.
What you’ll receive
The goal is not to give you another certificate. It is to help you understand how you work with AI, grow as an AI collaborator, and support your AI expertise claims with evidence you can explain.
No spam. We’ll only contact you about early access and launch updates.
Join the Early Cohort
Get early access to AFA Assessment and be among the first to test an evidence-based way to understand, grow, and prove AI Fluency.
AFA looks for evidence that you actively shaped the work with AI rather than simply accepting what it produced.
The result is considered against the goal and constraints you were trying to satisfy — not just whether the output looked polished.
AFA looks at how responsibly you handled uncertainty, errors, assumptions, and consequences during the collaboration.
The strongest use of AFA is not “I got a score.” It is being able to explain, with evidence, how you collaborate with AI and where you are deliberately growing.
Replace vague claims like “proficient with AI” with a concise, evidence-backed statement about how you frame goals, collaborate, challenge outputs, and deliver usable results.
Use your assessment insights to explain how you stay accountable for direction, judgment, risk, and outcomes while using AI to augment your work.
When useful, share proof-ready recognition that supports your AI expertise claims with evidence rather than relying only on certificates or self-description.
They can show that you attended or finished something. They do not necessarily show how you actually collaborate with AI in real work.
Buzzwords, certificates, and AI-tailored profiles can make almost anyone sound AI-ready. Sounding fluent is not the same as demonstrating fluency.
Most career signals show the final output. They do not show how you shaped the work, challenged AI, corrected mistakes, handled risk, and improved the result.
AFA evaluates evidence from the process and outcome of human–AI collaboration through structured interaction. It is designed to measure demonstrated AI Fluency, not AI vocabulary or tool familiarity.
The detailed diagnostic model remains proprietary to preserve assessment integrity and reduce gaming. The public 4C view — Communicate, Co-Create, Challenge, Curate — provides a simple way to understand balanced AI collaboration without exposing the scoring engine.
AFA assesses fluency in working with AI. It does not claim to certify whether someone can build AI models or master every technical aspect of artificial intelligence.
AFA Assessment is for professionals who want a stronger, more credible way to understand and explain how they work with AI.
No. Certificates usually show completion. AFA is designed to make demonstrated AI Fluency visible and useful for development while keeping the proprietary diagnostic model protected.
No. Tool usage is a weak proxy. AFA focuses on the quality of the collaboration, the quality of the result relative to the goal, and how responsibly risks are handled along the way.
Use it to support a credible story about how you work with AI: what you do well, where you are growing, how you preserve judgment, and how you turn AI-assisted work into usable outcomes. The strongest signal is the evidence and explanation, not the score alone.
The individual assessment is designed as a personal development and career-positioning artifact. You decide when and how to share it.
Be among the first to test a new way to understand, grow, and prove real AI Fluency through evidence from collaboration with AI.
