Prototype for evaluation — all content and data are illustrative samples.What this prototype demonstrates

Asia AI4DObservatory

Use case

Illustrative

Plain-language explanation letters for benefit screening

A Lahore social-protection desk issues explanation letters when an eligibility model requests extra documents.

This fictional public-services case replaces a silent “incomplete” status with a letter that names the rule triggered, the document needed and a 14-day human review. The model cannot close a file without the letter being generated.

The intervention is accountability paperwork, designed so applicants who do not read English receive an Urdu version by default.

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