Calmoun Labs

AI, satellite data and field automation for small teams.

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Small team. Enterprise scale.

With the right data, a small team can run like a large one. We build the custom automation and in-house systems that make it possible.

Five pods · One technology strategy Turn the wheel to meet each one.

Pod 01 · Ground Ops & Internal Automation

Turn field notes into clean data.

The Build

Your field staff keep the tools they already use. We turn their WhatsApp messages, voice notes and phone videos into structured databases, and automate the slowest jobs back at the office.

Capabilities

  • Data gateways

    WhatsApp and mobile pipelines that file field photos, readings and technician updates straight into your database.

  • Custom field hardware

    Mobile sensor housings (IMU/GNSS) and IoT or satellite links for ground-level 3D mapping and asset tracking.

  • Internal workflows

    150+ AI agent skills for technical recruiting, financial structuring and report writing.

Pod 02 · Commodity Forecasting

Map crops and forecast yields at continental scale.

The Build

We combine satellite imagery with street-level photos to map crops across whole regions, then add climate models. Your team gets its own forecast before the market moves.

Capabilities

  • Crop mapping

    Models that find and count high-value crops such as coffee, black pepper, olive oil and hops, from space and from the ground.

  • Climate and yield models

    Yield forecasts that account for severe weather, heatwaves and El Niño across the main export regions.

  • Geospatial data platform

    Built on Google Cloud and the Pangeo stack, so your team can query millions of hectares in seconds.

Pod 03 · Procurement Management

Live supply data, risk alerts and compliance.

The Build

We send live data and alerts straight to your procurement desk, in place of static third-party reports. Drought in Vietnam or deforestation in Latin America feeds directly into your pricing and logistics plans.

Capabilities

  • Procurement alerts

    APIs and alerts that tell your buyers about weather and supply problems in real time.

  • EUDR compliance

    Plot-level deforestation checks and supply-chain traceability, built for EU Deforestation Regulation clearance and freight.

  • Pricing intelligence

    Crop health and water trends that show the best time to buy.

Pod 04 · Agricultural & Nature Portfolio Management

Plan, build and verify land projects.

The Build

For governments, green finance institutions and large land managers. We design the nurseries on the ground and the reporting in the cloud, taking land from first feasibility study to investment-grade verification.

Capabilities

  • Feasibility and dMRV reports

    Audit-ready reports of 60+ pages, built from satellite, soil and research data and backed by verified outputs.

  • Hub-and-spoke nurseries

    Ready-to-run plans for regional reforestation and agroforestry: modular nurseries, solar microgrids, water surveys and workforce.

  • Biomass and ecology

    Drone surveys, biomass models and life-cycle assessments that measure carbon, biodiversity and climate resilience across millions of hectares.

Pod 05 · Market Development

Win grants, contracts and green finance.

The Build

Institutional funding takes heavy documentation and many stakeholders. We pair AI-assisted proposal writing with space and climate expertise to design programs, win non-dilutive funding and automate business development.

Capabilities

  • Proposal writing

    AI-assisted proposals, backed by $2M+ (€2M+) won in grants and contracts from USAID, EU Horizon, ESA and EUSPA.

  • Program blueprints

    Submission-ready project plans with work breakdown, governance and cost models, for EU Delegations, national ministries and carbon markets.

  • Tender tracking

    Agents that scan for new tenders, send a daily briefing and draft tailored outreach.