26-item research-informed diagnostic

Find your current AI working mode

This in-depth assessment translates research on AI literacy, calibrated trust, human–AI interaction, workflow adoption, agent delegation, and risk governance into a practical 7–10 minute diagnostic.

AI Chemistry home

26-item research-informed diagnostic

Find your current AI working mode

This in-depth assessment translates research on AI literacy, calibrated trust, human–AI interaction, workflow adoption, agent delegation, and risk governance into a practical 7–10 minute diagnostic.

Five signals · one working mode

Working-mode signalConfidence

Can I use AI—and judge it well?

0 / 26 answered

01

Confidence

Practical fluency, self-efficacy, output judgment, and trust calibrated to the task.

01

I can select an appropriate AI tool or model for a task instead of defaulting to the tool I know best.

02

I can translate an ambiguous objective into clear AI instructions with context, constraints, and quality criteria.

03

I improve AI outputs through deliberate iteration, examples, decomposition, or comparison—not random re-prompting.

04

I can explain the AI limitations and sources of uncertainty that matter for the task in front of me.

05

I can detect a plausible but unsupported AI answer and verify it using appropriate evidence or tools.

06

I increase or reduce my reliance on AI according to task risk, observed reliability, and the cost of error.

Answer every item in this dimension to continue.