Skip to main content
AI Hub
Home Browse Cases Countries Sources Explore Taxonomy About Submit
Sign In
DCI AI Hub — AI Tracker socialprotectionai.org/use-case/MLI-003
MLI-003 Exported 1 April 2026

Ignitia Climate Advisory (SMS weather advice for smallholders).

Country Mali
Deployment Status Operational Deployment (Limited Rollout)
Confidence Confirmed
Implementing Agency World Food Programme (WFP) Mali; Ignitia AB (service provider).

Overview

Ignitia is an external startup and social enterprise supported by the World Food Programme (WFP) Innovation Accelerator that has developed a unique weather forecasting model to serve smallholder farmers across sub-Saharan Africa. Founded in 2010 by a research team drawn from universities and research institutions including NASA, Ignitia spent four years developing its proprietary forecasting technology. The system uses an advanced physics and Artificial Intelligence (AI) predictive model to deliver highly accurate, localized weather predictions and climate-smart agricultural advice to farmers. The core problem Ignitia addresses is the unreliability of conventional weather forecasts in sub-Saharan Africa, where more than 96 percent of cultivated land is rain-fed and changing rainfall patterns due to climate change represent a significant concern. Weather accounts for up to 80 percent of the yield gap experienced among farmers, making reliable weather information crucial for better yields, reduced costs and risks, and climate resilience.

Technically, the forecasting system — branded as iska — combines proprietary algorithms, uninterrupted three-dimensional multisource data, and predictive artificial intelligence developed by a team of meteorologists, physicists, and mathematicians. Ignitia has modelled physics suited for meso scales with new parameterisation schemes and ensemble methodology, tailored for tropical conditions with different data assimilation and initialization techniques. The model does not require ground weather stations, relying instead on geospatial and remote sensing data. The iska system generates GPS-specific two-day, monthly, and seasonal forecasts, which have proven to be 84 percent accurate in West Africa compared with 39 percent accuracy achieved by global forecasts such as those available from major international broadcasters.

The service delivers forecasts to farmers via SMS in a text-lite format that can be received on any basic mobile phone. The SMS message design was refined through 120 trials, resulting in an intuitive seven-keyword format that can be comprehended even by populations with low literacy levels. Each forecast is tailored to the specific farmer's location through an automated application that fetches the most common GPS coordinate for each subscriber. Farmers receive daily text messages on rainfall forecasts or weekly climate-smart agricultural advice tied to their location and crop. An app also allows access to richer weather risk content for subscribers such as field agents. The service is delivered in partnership with mobile network operators and other partners along the agricultural supply chain.

In the context of Mali, the WFP partnered with Ignitia to deliver hyper-local rainfall and forecast advice via SMS to smallholder farmers. Together with WFP in Mali, 5,481 smallholder farmers received critical weather updates and advice from Ignitia, with reported improvements in resilience and yields of about 10 percent. The messages delivered to farmers are advisory in nature, with final decisions on agricultural activities remaining with the farmers themselves.

Globally, Ignitia operates across 11 countries — including Benin, Burkina Faso, Ivory Coast, Ghana, Mali, Nigeria, Senegal, and Togo — and has provided services to 2.7 million smallholder farmers to date, of which approximately 700,000 are recurrent users. According to a 2021 study conducted with a sample group in Ghana, 92 percent of users receiving iska SMS rainfall messages experienced yield increases, 91 percent experienced income increases, and two out of three male farmers changed to better agricultural practices. In 2024, Ignitia's collaboration with WFP expanded to Ghana, where the venture signed a Long-Term Agreement with WFP Ghana for the next three years. The WFP Innovation Accelerator, based in Munich, Germany, provides support to Ignitia as part of its portfolio of innovation ventures. Ignitia's partners and investors include Novastar, IKEA Social Entrepreneurship, HACK VC, FINCA Ventures, Norrsken Foundation, and others.

The Ignitia team includes a Regional Director for Africa based at Ignitia AB, partnerships and business development staff at Ignitia, and an Innovation Ventures Project Lead at the WFP Innovation Accelerator who oversees the collaboration.

Classification

AI Capabilities

Prediction (including forecasting) (primary)

Use Cases

Trend and shock forecasting (primary)User communication and interaction

Social Protection Functions

Implementation/delivery chain: Provision of payments/services (primary)
SP Pillar (Primary)Social assistance

Programme Details

Programme NameIgnitia Climate Advisory (SMS weather advice for smallholders).
Programme TypeOther
System LevelImplementation/delivery chain

WFP Mali partners with Ignitia AB to deliver hyper-local weather forecasts and climate-smart agricultural advice via SMS to smallholder farmers, enabling them to make better-informed decisions about agricultural activities to improve yields and climate resilience.

Implementation Details

Implementation TypeClassical ML
Lifecycle StageMonitoring, Maintenance and Decommissioning
Model ProvenanceCommercial/proprietary
Compute EnvironmentNot documented
Sovereignty QuadrantNot assessed
Data ResidencyNot documented
Cross-Border TransferNot documented

Risk & Oversight

Decision CriticalityLow
Human OversightHOOTL
Development ProcessMix of in-house and third-party
Highest Risk CategoryNot assessed
Risk Assessment StatusNot assessed

Risk Dimensions

Data-related risks

Data or concept driftData quality failure

Model-related risks

Model misspecificationReliability or generalisation failure

Impact Dimensions

Equality, non-discrimination, fairness and inclusion

Systematic exclusion from benefits or services

Systemic and societal

Deepened digital divide

Deployment & Outcomes

Deployment StatusOperational Deployment (Limited Rollout)
Year Initiated2010
Scale / Coverage5,481 smallholder farmers in Mali; 2.7 million farmers across 11 countries globally
Funding SourceWFP Innovation Accelerator
Technical PartnersIgnitia AB (Ignitia SMS advisory service).

Outcomes / Results

With WFP in Mali, 5,481 farmers received weather updates/advice; reported ~10% yield improvement (programme-reported).

Sources

  1. SRC-003-MLI-003 UNDP (2015). Using SMS texts to provide weather forecasts for small farmers in West Africa. ReliefWeb. Available at: https://reliefweb.int/report/world/using-sms-texts-provide-weather-forecasts-small-farmers-west-africa (Accessed 23 Mar 2026).
    https://reliefweb.int/report/world/using-sms-texts-provide-weather-forecasts-small-farmers-west-africa
  2. SRC-002-MLI-003 United Nations Development Programme (UNDP) (n.d.). Digital X Solution: Ignitia. UNDP Digital X. Available at: https://digitalx.undp.org/catalogs/ignitia.html (Accessed 23 Mar 2026).
    https://digitalx.undp.org/catalogs/ignitia.html
  3. SRC-001-MLI-003 WFP Innovation (2025). Ignitia. Munich: World Food Programme Innovation Accelerator. Available at: https://innovation.wfp.org/project/ignitia (Accessed 31 Oct 2025).
    https://innovation.wfp.org/project/ignitia

How to Cite

DCI AI Hub (2026). 'Ignitia Climate Advisory (SMS weather advice for smallholders).', AI Hub AI Tracker, case MLI-003. Digital Convergence Initiative. Available at: https://socialprotectionai.org/use-case/MLI-003

Back to case page
AI Hub

Digital Convergence Initiative - AI Hub

Responsible, ethical use of AI in social protection

MarketImpact Platform developed by MarketImpact Digital Solutions
Co-funded by European Union and German Cooperation. Coordinated by GIZ, ILO, The World Bank, Expertise France, and FIAP.