QE-Audit-Form – QuantumAcademy

What best describes your role?

Primary function?

How many AI tools are in your current stack?

0–1

2–3

4–6

7+

How often is AI embedded in a repeatable workflow (not ad-hoc chat)?

Never

Occasionally

Weekly

Daily

How structured are your inputs (context, constraints, examples)?

Mostly unstructured

Some structure

Usually structured

Always structured + reusable template

How reliable are outputs without heavy rework?

Unreliable

Mixed

Mostly reliable

Highly reliable + consistent

Do you have a review/QA step for AI outputs?

No

Sometimes

Yes, informal checklist

Yes, formal checklist + clear owner

Do you have guardrails for sensitive data and risk?

No

Basic common sense

Clear do’s/don’ts + approved tools

Policy + training + enforcement

Do you measure impact (time saved, quality, throughput)?

Not at all

Anecdotal

Some metrics

Clear metrics + weekly tracking

Send me my results

First Name

Work Email

Company (Optional)

Company Size (Optional)

No spam. Score + action plan only.