Discussion Papers

Exploring AI advisory services

Working Groups

We are producing a series of community-informed discussion papers that explore key components needed to scale AI Advisory Services. Each paper is developed with a dedicated working group and will evolve through expert input, field insights, and convening feedback. These papers are not end points—they are living documents designed to provoke dialogue and drive aligned action.

If you would like to collaborate on one or more of the discussion paper topics below, please join our working groups.

Framework

8 Components for Scalable AI Advisory

AGX AI is structured around eight foundational areas necessary to responsibly scale AI advisory services. Each discussion paper and convening theme is organized by one of these interconnected pillars. Together, these areas form a practical roadmap for developing AI tools that are inclusive, effective, and rooted in local realities.

1
Corpus

Shared, relevant content that fuels locally tuned AI models.

2
Models

Affordable and accessible AI models tailored for SSP needs.​

3
Benchmarking

Standards to evaluate and compare advisory tools for trust and transparency.

4
Localization

API-based integration of climate, market, and financial services with AI.

Service Integration Discussion Paper Coming Soon

5
Farmer Data

Trusted, updated, farmer-centric data ecosystems.

Farmer Data Discussion Paper Coming Soon

6
Delivery

Scalable platforms and trusted actors to get AI services into the field.

Delivery Discussion Paper Coming Soon

7
Access

Affordable, equitable digital access to AI-powered tools.

Access Discussion Paper Coming Soon

8
Policy

Governance frameworks that protect rights and enable innovation.

Policy Discussion Paper Coming Soon