AI Fluency Assessment
See who can actually get work done with AI, asking people who use ChatGPT every day to show what they can accomplish rather than simply describe it.
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AI Fluency Assessment
Marketing Ops practical test
Section B · Applied prompting18:42Task 3 of 5 Refine a launch email with an AI assistant
Use the assistant on the right to produce a launch email for our analytics add-on. You are scored on how you direct, correct and verify the model not on the first draft.
Assistant workspace
Full transcript captured for scoringJason Reed
Session verified · ID checked
Captured live
Session activity
What we score
- Say who the audience is and what the constraint is.
- Correct the model instead of restarting the prompt.
- Check any number the model gives you.
What actually happens
A hands-on test of whether someone can actually get useful work out of an AI assistant prompting.
- 1
A real task with an AI in the room
Candidates are given a brief and a working assistant, then judged on the output they ship, not on AI trivia.
AI Fluency / Task 2 Marketing briefDCDevin Cross
Draft a launch email for a payroll feature aimed at 50-person US firms.
Assistant
Draft ready. Includes a claim that setup takes under 5 minutes.
DCDevin Cross
Remove that claim we have no data for it. Cite the pilot numbers instead.
Assistant
Revised with the pilot figure you supplied and a softer CTA.
Hallucinated claim caught at turn 3 · 4 refinements total
- 2
Prompting and verification are scored separately
Xobin tracks how they scoped the request, how they iterated and whether they checked the output before using it.
AI Fluency / Skill breakdown Devin CrossTask decomposition82Prompt specificity88Verification of output91Tool selection70Efficiency (turns used)76Caught 2 of 2 planted inaccuracies before submitting.
- 3
Know who can be trusted with AI work
The report bands candidates from cautious novice to fluent operator, with the risky behaviors flagged explicitly.
Reports / AI Fluency Devin CrossAI fluency band
Fluent
Output quality84Fact-checking habit91Data handling care88Over-reliance risklowNever pasted confidential data into the assistant. Ready for unsupervised AI-assisted work.
What you get out of it
Know who can actually work with AI tools.
- Live tasksnot opinions
Candidates prompt, critique and correct AI output the way the job requires.
- 4 levelsof fluency
Awareness through advanced use come out as a level you can hire and train against.
- Fasterupskilling plans
Team-wide results show exactly where AI training will pay off first.
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Before you ask.
Whether someone can frame a problem for a model, judge the output, catch a wrong answer and get to a usable result not whether they know tool names.
Yes. They work with a model inside the assessment, and both the prompts and the final output are scored.
Some tasks contain a deliberately wrong or fabricated model response. Catching it is worth more than a polished answer that accepted it.
Yes for the major platforms Greenhouse, Lever, Workday, SmartRecruiters, iCIMS, Ashby and others through native sync or API. Anything custom is handled with a webhook or scheduled sync.
Data stays inside your account and is never used to train models outside it. Xobin is SOC 2 Type II and ISO 27001 certified, with GDPR-aligned data processing and configurable retention.
Most teams are live in a day. The variable is usually your existing tooling and approvals, not the product itself.
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