Making Digital Agriculture Work for Southeast Asian Smallholders

At a Glance

From Technology Availability to Farmer-Level Outcomes

Digital agriculture initiatives can be understood through five stages:

This five-stage pathway is an analytical framework used in this brief to distinguish different forms of progress. It builds on regional evidence showing that the availability of digital technologies does not by itself ensure access, adoption, sustained use, or improved livelihoods (ASEAN 2021; Montesclaros and Teng 2023; Kozono, Cahyono, and Diyanah 2025).

Progress can stop at any stage. Evidence from regional initiatives illustrates several possible breaks in this pathway. A farmer may register but use a service only once. Advice may be delivered but remain difficult to apply because inputs or credit are unavailable. A marketplace may connect farmers with buyers without generating completed or profitable sales (ACIAR 2023; IFAD 2026).

ASEAN’s digital agriculture guidelines accordingly emphasize the importance of assessing farmer profitability, livelihood improvement, and the business viability of scaling digital services—not only the number of technologies introduced or users registered (ASEAN 2021).

Where Digital Agriculture Must Deliver

Weather forecasts, pest alerts, nutrient recommendations, and field-specific advice can improve the timing and quality of farm decisions. Their usefulness, however, depends on local accuracy, timely delivery, understandable language, and farmers’ ability to act on the recommendations (Montesclaros and Teng 2023; Le Thi Hoa Sen et al. 2024).

Research in Cambodia, the Philippines, and Vietnam indicates that the adoption of digital extension services is influenced by perceived usefulness, social relationships, farmers’ confidence in their ability to use the services, available resources, and perceived risks. The relationships among these factors vary across the three countries, reinforcing the need for locally adapted approaches rather than a single delivery model (Le Thi Hoa Sen et al. 2024).

Localization involves more than translating an interface. Building on the adoption factors identified in regional and country studies, services may also need to reflect local crops, farming calendars, production conditions, units of measurement, and risk contexts. Farmers may also need support from extension workers, cooperatives, lead farmers, and peer networks to interpret and apply digital advice (Le Thi Hoa Sen et al. 2024; Uy et al. 2025; Castillo, Jardinero, and Saito 2025).

Digital payments, mobile loans, alternative credit scoring, and index insurance can reduce transaction costs and extend financial services to farmers who lack conventional collateral or access to nearby financial institutions. Providing a digital channel, however, does not automatically result in meaningful financial inclusion (Montesclaros and Teng 2023; ACIAR 2023).

Value chain finance pilots in Indonesia and Vietnam connected farmer groups, agricultural companies, and financial institutions. Despite this integrated approach, uptake of the offered loans was lower than expected (ACIAR 2023). The lower-than-expected uptake indicates the need to examine whether loan terms, repayment conditions, and product features correspond to the needs and circumstances of farming households.

A Philippine pilot launched in 2025 uses satellite data to support area-yield index insurance while providing weather-informed agri-advisories. The approach may reduce reliance on farm-by-farm damage assessments and combine risk transfer with risk reduction. Its farmer-level benefits, however, remain to be demonstrated through evidence on enrollment, renewal, payout performance, basis risk, and farmer welfare (IRRI 2025).

Building on ASEAN’s priorities concerning inclusive access, data security, privacy, and responsible technology use, meaningful financial inclusion should also consider affordable and suitable financial products, farmers’ understanding of the terms, access to appropriate advice, and clear rules governing farmers’ financial and production data (ASEAN 2021).

Digital marketplaces can help farmers identify buyers, explore market opportunities, and participate in agricultural supply chains. In Indonesia, 83 percent of surveyed technology users identified expanding market opportunities as an objective of adopting digital technologies (Kozono, Cahyono, and Diyanah 2025).

A connection to a buyer, however, is not the same as a completed and profitable sale. In practice, viable participation may also depend on sufficient production volume, consistent quality, aggregation, postharvest services, transport, working capital, secure payments, and mechanisms for resolving disputes (Montesclaros and Teng 2023; ACIAR 2023; IFAD 2026).

Farmer organizations can help address these requirements by aggregating produce, spreading service costs, negotiating terms, and representing members when problems arise. These functions suggest that digital market access is more likely to improve livelihoods when it is integrated into functioning value chains rather than offered as a stand-alone marketplace (ACIAR 2023; IFAD 2026).

Digital applications cannot substitute for rural connectivity, extension services, inputs, finance, logistics, functioning markets, or farmer organizations. Their effectiveness depends on how well they are integrated into this wider enabling system (ASEAN 2021; Montesclaros and Teng 2023; Kozono, Cahyono, and Diyanah 2025).
 
Important conditions include:

• Affordable and reliable connectivity, electricity, devices, and data
• Locally relevant content and accessible human assistance
• Strong farmer organizations and complementary services
• Inclusion of women, youth, small-scale farmers, and other underserved or marginalized groups
• Interoperable systems and responsible data governance
• Clear institutional ownership and viable long-term financing

These conditions reflect recurring concerns in regional studies about affordability, rural infrastructure, digital capabilities, localization, institutional support, interoperability, and inclusion (ASEAN 2021; Montesclaros and Teng 2023; Le Thi Hoa Sen et al. 2024; Kozono, Cahyono, and Diyanah 2025).
 
The cost of adoption extends beyond purchasing a device or paying for connectivity. It may also include subscriptions, maintenance, transaction charges, training, and the time farmers spend learning and using a service. These costs influence whether initial adoption develops into sustained use (Le Thi Hoa Sen et al. 2024; Kozono, Cahyono, and Diyanah 2025).
 
Long-term delivery also requires clarity about institutional responsibility and financing. The three cases that follow illustrate how government ownership, private-sector participation, extension support, and farmer organizations can influence sustained delivery, adoption, and participation (ACIAR 2023; Castillo, Jardinero, and Saito 2025; IFAD 2026).

What Three Regional Cases Reveal

The following cases illustrate different points along the pathway from technology availability to farmer-level outcomes. They show how institutional ownership can support sustained delivery, why access does not necessarily lead to adoption, and why broad participation should not be treated as evidence of livelihood impact.

The Rice Crop Manager Advisory Service (RCMAS) translates site-specific nutrient-management science into field-level recommendations. These are delivered through digital channels, text messages, and one-page printed materials. More than 3.5 million recommendations had been issued in the Philippines by 2025, and the service has been under Philippine government ownership since 2021 (Castillo, Jardinero, and Saito 2025).

Castillo, Jardinero, and Saito (2025) report that Philippine farmers using Rice Crop Manager achieved average yield gains of 0.3–0.4 tons per hectare and additional income of USD 110–154 per hectare. These figures draw on published and unpublished on-farm trial evidence and may not represent outcomes across the wider user base.

Value chain finance pilots in Indonesia and Vietnam linked farmers, agricultural companies, and financial institutions within selected rice, shallot, vegetable, and coffee value chains. The models connected finance with production and marketing arrangements rather than offering stand-alone loans. Despite this integrated approach, uptake of the offered loans was lower than expected (ACIAR 2023). Access alone did not generate farmer demand: interest rates and payment terms, familiarity with providers, and, in Vietnam, a preference for personal interaction in loan marketing influenced farmers’ willingness to use the products (de Brauw et al. 2024). The experience nevertheless demonstrates why access and adoption should be assessed separately.

The regional SEEDS initiative worked with farmer organizations and deployed Digital Agriculture Arrowheads—primarily women and youth acting as agents of change—across Cambodia, the Philippines, and Vietnam. Through a training-of-trainers approach, the Arrowheads supported peer trainers and helped communities identify and adapt locally relevant digital solutions (IFAD 2026).

By mid-2025, the initiative had reached nearly 12,000 participants and introduced 14 digital applications. These included Cambodia’s Chamka App, which supports production management and market access, and the Philippine platforms GoEden and Mayani, which connect cooperatives with institutional buyers and urban consumers (IFAD 2026).

These results provide evidence of reach, localization, and engagement with farmer organizations, women, and youth. They do not yet demonstrate sustained use or attributable changes in productivity, prices, income, or resilience. SEEDS concluded in April 2026, making sustained use and farmer-level outcomes particularly relevant to monitor (IFAD 2026).

Collectively, these cases demonstrate that no single condition is sufficient. Institutional ownership may support sustained delivery, but an integrated service can still experience limited demand, and broad participation does not by itself demonstrate farmer-level outcomes. The pathway to impact depends as much on institutions and delivery systems as on the technology itself.

Implications for Policy, Research, Innovation, and Practice

Taken together, the regional evidence points to implications for policy, research, innovation, and practice, with regional cooperation cutting across these areas:

Regional cooperation cuts across these four areas.

Building on ASEAN priorities concerning interoperability, cybersecurity, data governance, and regional digital cooperation, countries can explore practical standards for secure and responsibly governed data exchange across advisory, market, payment, credit, insurance, and government platforms. Regional cooperation can also support shared learning on effective delivery models and approaches for assessing sustained use and farmer-level outcomes (ASEAN 2021; ASEAN Secretariat 2025; Kozono, Cahyono, and Diyanah 2025).

Reading the Regional Signals Carefully

Available evidence does not yet support broad conclusions about the farmer-level impacts of digital agriculture across Southeast Asia.
 
Kozono, Cahyono, and Diyanah’s (2025) survey covered respondents who had already used digital technologies. Its findings therefore describe patterns among these respondents rather than regional adoption rates among the wider farming population in Southeast Asia.
 
The three cases also represent different stages of implementation and evidence:

• RCMAS demonstrates sustained institutional delivery and reports positive on-farm results, but part of its supporting evidence remains unpublished and may not represent its wider user base (Castillo, Jardinero, and Saito 2025).
• The value chain finance pilots recorded lower-than-expected loan uptake, with farmer demand influenced in part by financial product terms, familiarity with providers, and relationships within the value chain (de Brauw et al. 2024).
• SEEDS demonstrates reach, localization, and engagement with farmer organizations, women, and youth, but not yet sustained use or attributable livelihood outcomes (IFAD 2026).

These limitations do not diminish the potential value of the initiatives. Instead, they show why availability, access, initial adoption, sustained use, and farmer-level outcomes should be assessed separately.

Comparisons across countries and technologies should also account for differences in infrastructure, farming systems, institutional capacity, market organization, intended users, and the maturity of each initiative. Stronger conclusions will require independent and multi-season evidence on who continues using digital services, at what cost, and with what economic, social, and environmental results.

What to Watch

Future developments can be assessed through the following questions:

Do farmers continue using digital services across multiple seasons? 

Continued use after initial training, incentives, or intensive project support can indicate whether a service remains relevant, affordable, reliable, and useful under actual farming conditions.

Do women and underserved farmers gain access and benefit on comparable terms? 

Monitoring should examine differences in access to devices, connectivity, digital skills, household resources, and human assistance that may affect who can use and benefit from digital services (ASEAN 2021; Le Thi Hoa Sen et al. 2024).

Does digital advice lead to feasible changes in farm decisions? 

Assessments should determine whether farmers can understand and apply recommendations concerning planting, nutrient management, pest control, input use, and other production decisions (Uy et al. 2025; Castillo, Jardinero, and Saito 2025).

Do digital marketplaces generate completed sales, reliable payments, and better net returns?

Because current evidence often emphasizes adoption objectives, platform functions, or reach, monitoring should extend to completed transactions, payment reliability, market terms, transaction costs, and the net value received by farmers (Kozono, Cahyono, and Diyanah 2025; IFAD 2026).

Do credit and insurance products improve resilience without increasing harmful debt?

Relevant indicators include loan uptake and repayment, insurance enrollment and renewal, payout performance, basis risk, product understanding, and farmers’ capacity to recover from shocks (de Brauw et al. 2024; CGIAR System 2025).

Can services continue after grants, subsidies, or intensive project support end? 

Clear institutional ownership, long-term financing, technical maintenance, and accessible user support can indicate whether an initiative is capable of moving beyond the pilot stage (Castillo, Jardinero, and Saito 2025; IFAD 2026).

Are farmers’ data protected and usable across compatible systems?

Building on ASEAN’s priorities concerning privacy, security, and interoperability, monitoring should examine how data are collected, shared, corrected, and used and whether agricultural platforms can exchange data securely and responsibly (ASEAN 2021; ASEAN Secretariat 2025; Kozono, Cahyono, and Diyanah 2025).

Are measured benefits sufficient to justify the costs borne by farmers and service providers? 

Assessments should compare economic, social, and resilience benefits with the costs of devices, data, subscriptions, transaction fees, maintenance, training, and the time required to learn and use the service (ASEAN 2021; Kozono, Cahyono, and Diyanah 2025).