U

Unify

Program Template Lab

New run
GitLab Foundation · AI for Economic Opportunity

Turn proven benefit models into launch-ready program assets.

Program teams describe a benefit in plain language. Unify retrieves proven program models and generates the eligibility logic, intake flow, notifications, fraud controls, and public copy needed to launch — with operators reviewing every decision.

Walk through a generationReview seeded programs
≈450K
Applications processed
16
States in production
Months → days
Program setup target
Human-in-loop
High-stakes decisions

Workstream

Program template generation

Demo ready
  1. 01

    Describe the program

    Plain-language goals, target population, and the operating constraints a team cannot miss.

  2. 02

    Retrieve proven models

    Internal program configuration, prior launches, and public benefit models become ranked context.

  3. 03

    Generate launch assets

    Eligibility, intake, documentation, notifications, timeline, fraud controls, and public copy.

  4. 04

    Operator review

    Every assumption is sourced and editable. Humans own policy, eligibility, and fraud decisions.

13 deliverables per runSource-grounded, fully editable

Generated launch package

Operator-ready assets, grouped the way teams ship them

Program design

6

Core policy, intake, operations, and controls.

  • Eligibility logic
  • Intake flow and form draft
  • Documentation and review rules
  • Implementation timeline
  • +2 more

Notification pack

6

Decision, renewal, waitlist, and SMS communications.

  • Approval notification
  • Denial notification
  • Pending-information notification
  • Renewal notification
  • +2 more

Public copy

1

Flyer-ready outreach and public-facing summary content.

  • Flyer and public copy

Surface assumptions and provenance from matched programs instead of presenting outputs as final policy. Prioritize low false-positive fraud controls and explicit paths for human review and applicant recourse.