Explainer

What is AI contestability?

AI contestability is the ability to challenge an AI or other automated decision and get a review by someone with the authority to change it.

Contestability is the design and law literature's name for a property: the person an automated decision is about can challenge it, and the challenge can change it. This site calls that right standing, and the act a challenge. It needs notice that a decision was made, a clear route to challenge it, and a reviewer with the authority to change the outcome.

Each step leaves a receipt, runs to a deadline, and ends in a recorded outcome.

Upheld challenges also have to reach the rule. If each upheld challenge only reverses its own case, the system is contestable in name only.

A hypothetical case. An eligibility denial includes an appeal button. A person reviews the appeal within 72 hours, and each step issues a receipt.

In the glossary: Contestability.

From the contestability standard, STD-02

The challenge route: from model failure to a changed decision

A route to challenge is not a complaint box. It is a procedure that binds exposure to enforceable state changes.

Decision §1.1 Notice emitted Failure point not represented ⇒ unresolved Standing register §8.1 Seven parameters who · what · evidence · responder deadline · standard · transitions Standard of review §8.2 Merits & policy not merely "did code run" Reversal & repair §8.3 Transitions Decision reversed / rectified Authority narrowed §8.3 Scope reduced Grant moved to review_required Grant revocation STD-07 §2.2 expiry Unilateral delegation terminated Article X: Deepened dependence Exit cost +25% ⇒ reopens consent

What a challengeable decision record holds

At least the reason code, the source of the evidence, the owner, the deadline, and who can reverse the decision.

A reviewer who can reverse

An appeal link with no one behind it who can reverse the outcome is review for show. Name who can reverse, and publish the deadline.

Reversals counted by rule

Report the reversal rate for each decision type and rule, the median time to remedy, and the share of challenges with complete receipts. Send each rule's count to its owner.

Where the standards use it:

What is the minimum a route to challenge a decision needs?

Six parts: standing to challenge, the reasons for the decision, a record of it, a deadline, a remedy, and protection from retaliation for challenging.

Is a high reversal rate a good sign?

It shows challenges can win. It is also evidence that the rule is wrong: a rule with many upheld challenges goes back to its owner.