The canon · Data · AIS-3.1

Describe the categories of data used as inputs to each AI system, including any consumer data.

This is one of the twenty-five questions a carrier reviewer sends a vendor, in the words an examiner uses. Below it: the answers that make a reviewer stop on this item, derived by running Vaulith's rules engine on an estate that gets everything wrong, and the free questions that reach it.

What stops a reviewer here

One finding reaches this item.

Will be questionedR-STALE-CARD-MDL-001 · blocks this item

MDL-001 model card predates the current production model

The card was approved 2025-01-15 and the model was retrained 2026-06-01, 17 months later. The content may be strong; the date is the problem. A reviewer cannot tell whether the document describes what is running now, and that question costs them four seconds to ask and costs you a week to answer once the review is already running.

To fix: Compare the approved card against the model that is running today, write down what changed, and have the new version approved.

How it is scored

Credit per verdict, times the weight.

A standard item carries weight 2. A pass earns 1.00 of it, a questioned answer 0.60, an escalated one 0.20 and a stop 0.00. An unanswered item earns nothing and still takes the citation penalty, so a profile cannot be improved by leaving an inconvenient question blank. The whole arithmetic is shown on the homepage and in every assessment.