🪶 10 honest questions. Most AIs can't pass all of them — including ours, sometimes. The point is to know.

MEOK AI Labs · Scorecard

10 questions. One honest score. A signed gap report you can keep.

These are the questions a careful reviewer would ask about any AI you depend on — literacy, classification, oversight, incidents, evidence. Most AIs can't pass all of them, including ours sometimes. The point is to know.

Question 1 people & training

Does everyone on your team who uses AI for work decisions know what it's good at, where it's wrong, and when to ignore it?

Question 2 classification

Have you named — out loud, in writing — which of your AI systems touch hiring, education, healthcare, identity, or critical infrastructure?

Question 3 risk

For each AI system that touches something that matters, do you keep a running list of what could go wrong — and re-check it whenever the system changes?

Question 4 oversight

If the AI does something wrong, is there a real human in the loop who can stop it — and have you tested that person with a real failure, not a slide deck?

Question 5 impact

Before you let AI affect someone's life (a decision, a credit, a benefits cut, a job rejection) — have you written down how you'll know if it's biased, and what you'll do about it?

Question 6 audit

If someone from outside your company asked to audit your AI tomorrow, could you show them the receipts — not the slides, the receipts?

Question 7 transparency

If your AI writes something — a letter, an image, a recommendation — does the person on the other end know it was AI, and can they verify that?

Question 8 incidents

When your AI breaks in production — and it will — do you have a way to find out, fix it, and tell the people affected?

Question 9 data

When your AI sees someone's personal data — health, finance, relationships — do you know exactly where it goes, who sees it, and whether the person agreed?

Question 10 evidence

If you answered "yes" to anything above — could you prove it in a year? Could someone else verify the proof without trusting you?

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