Executive Summary
The Georgia Department of Revenue (DOR) launched Prompt Return, an AI-assisted workflow that
modernized how tax return test cases are created, validated, and reviewed during filing season
preparation.
Each year, DOR must produce accurate XML-based test returns to validate internal tax processing
systems and support external software vendors during Modernized e-File (MeF) testing. Previously,
staff manually transcribed PDF tax forms into XML and validated them against complex schema rules —
a labor-intensive process that could take up to two weeks per test case.
Using ChatGPT Enterprise within a governed “draft-and-verify” workflow, Prompt2Return transformed
this process by generating AI-assisted XML drafts and standardized review artifacts in minutes
instead of days.
