Industries

Deep in the domain before we touch the model.

Every sector has its own regulations, incentives, data gaps and ways of working. We start there, and design technology that fits the industry rather than asking the industry to fit the technology.

Agriculture & food

Smallholder farms, cooperatives, processors and exporters working with scarce data and thin margins.

Problems we tackle

  • Unpredictable yields and weather risk
  • Farmers without credit histories
  • Proving origin and quality for export markets

What we build

  • Yield and crop-health models from satellite and field data
  • Alternative-data credit scoring for input finance
  • Farm-to-fork traceability for certification and deforestation-free supply chains

Financial services

Banks, microfinance, SACCOs, insurers and fintechs serving customers across mobile channels.

Problems we tackle

  • Fraud and identity risk at scale
  • Slow, manual onboarding and compliance
  • Illiquid assets and costly cross-border settlement

What we build

  • Real-time fraud and credit-risk models
  • KYC and document automation with human review
  • Tokenised assets and programmable settlement on mobile-money rails

Health

Providers, pharmaceutical distributors, insurers and public-health programmes.

Problems we tackle

  • Clinical notes and claims locked in unstructured documents
  • Counterfeit and diverted medicines
  • Sharing records without losing patient consent

What we build

  • Document AI for claims, referrals and records
  • Medicine track-and-trace from manufacturer to pharmacy
  • Consent registries that log who accessed what, and why

Logistics & trade

Freight forwarders, ports, shippers, marketplaces and trade-finance providers.

Problems we tackle

  • Volatile demand and underused capacity
  • Paper-heavy, disputed trade documents
  • Limited visibility across borders and handovers

What we build

  • Demand forecasting and route optimisation
  • Shared, tamper-evident bills of lading and certificates
  • Shipment visibility that combines IoT, AI and ledger events

Energy & climate

Utilities, mini-grid operators, off-grid solar companies and climate-finance projects.

Problems we tackle

  • Forecasting load and generation on constrained grids
  • Pay-as-you-go collections and asset risk
  • Carbon claims that buyers cannot verify

What we build

  • Load, generation and failure forecasting
  • Repayment-risk models for pay-as-you-go portfolios
  • Measurement, reporting and verification (MRV) systems for tokenised carbon and renewable credits

Public sector & development

Government agencies, regulators, multilateral and development organisations.

Problems we tackle

  • Fragmented registries and identity records
  • Citizens waiting in queues for simple answers
  • Tracing how public and donor funds are spent

What we build

  • Verifiable credentials for licences, land and education
  • Multilingual service assistants with clear escalation to people
  • Transparent disbursement and grant-tracking ledgers

Your industry is not on the list?

The method travels. If you have data, several parties and a decision that matters, we would like to hear about it.

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