Digital agriculture could generate up to $500 billion in additional agricultural GDP annually across low- and middle-income countries — but only if proven solutions move beyond pilot phases and scale effectively. That is the central finding of a new report, From Strategy to Scale: Why Delivery Matters in Digital Agriculture, published by Boston Consulting Group (BCG) in collaboration with Precision Development (PxD).

The report highlights a persistent gap between digital agriculture strategies and on-the-ground results. While many governments have adopted ambitious roadmaps, few have invested in the institutional capacity needed to deliver tangible benefits to farmers. To address this, the study identifies Digital Agriculture Units (DAUs) — dedicated delivery teams embedded within governments or national programs — as a critical mechanism for translating plans into impact.

From Pilots to Scalable Platforms

Smallholder agriculture remains central to livelihoods and food security across developing economies. Basic digital tools — including SMS advisory platforms, interactive voice response systems and mobile-enabled farmer registries — are already improving access to information and services. As these systems mature, more advanced technologies such as AI-powered weather forecasting and digital credit scoring are driving greater precision and personalization.

In East Africa, for example, the Virtual Agronomist platform has demonstrated the cost-effectiveness of digital advisory services, delivering support at roughly one-tenth the cost of traditional extension services while increasing crop yields by up to 1.4 to 1.9 times for staples such as maize, rice, sunflower and sorghum.

Despite this potential, adoption remains limited. Globally, fewer than 15 percent of smallholder farmers use digital agriculture tools. Between 2019 and 2021, countries in the Organisation for Economic Co-operation and Development (OECD) invested just $17 billion — approximately 2 percent of total agricultural spending — in digital infrastructure. Underfunding, fragmented implementation and weak institutional coordination have prevented many promising pilots from scaling, leaving women and marginalized farmers particularly underserved.

The Role of Digital Agriculture Units

According to the report, well-designed DAUs typically perform four core functions:

• Investment-oriented planning
• Stakeholder coordination
• Delivery support
• Accountability and visibility

However, their success depends heavily on design choices and institutional positioning. The report outlines five critical dimensions that shape DAU effectiveness:

Institutional Anchoring: Placement within a Ministry of Agriculture supports sector alignment but may limit cross-sector authority. Anchoring in a central government body or as an independent unit can provide stronger oversight and faster implementation. In Ethiopia and India, DAUs sit within agriculture ministries while reporting to senior leadership, enabling reforms in digital registries and public data systems. In Benin, governance operates through a minister-led steering committee supported by a technical committee.

Reporting Lines: Direct reporting to senior political leaders enhances authority, especially during early reform phases when quick decisions are needed.

Delivery Mandate: DAUs may coordinate stakeholders, directly implement projects or operate under hybrid models. Most evolve into hybrid structures over time, balancing oversight with execution.

Jurisdictional Scope: National-level DAUs typically set standards and manage shared platforms. In federal systems, sub-national engagement is essential. India illustrates this dual model, with national oversight complemented by state-level implementation in regions such as Odisha.

Resourcing Model: Hybrid project management units blending civil servants with external experts help bridge capability gaps in digital, data and AI functions. Ethiopia’s model integrates government officials with secondees from PxD to accelerate delivery while strengthening long-term institutional capacity.

Designing for Delivery

The report emphasizes three guiding principles: align authority with mandate, coordinate incentives across public and private actors, and ensure continuity from strategy to execution. Without sustained delivery capacity and long-term financing, digital transformation efforts risk stalling at the pilot stage.

As climate change, population growth and market volatility place increasing strain on food systems, the urgency of scaling digital solutions is growing. The authors argue that the next frontier is not strategy, but execution — building resilient, climate-smart food systems through accountable and well-designed delivery structures.

By embedding Digital Agriculture Units within the right institutional frameworks from the outset, governments can move beyond isolated innovation toward national platforms capable of reaching millions of smallholder farmers — unlocking inclusive growth and long-term agricultural productivity gains.