LAT 15°47'12"S · LON 47°55'45"W   LAT 4°31'45"N · LON 75°40'12"W   LAT 7°40'22"N · LON 36°50'40"E   LAT 1°11'50"S · LON 36°50'20"E   LAT 21°57'22"N · LON 104°39'55"E
LAT 15°47'12"S · LON 47°55'45"W   LAT 4°31'45"N · LON 75°40'12"W   LAT 7°40'22"N · LON 36°50'40"E   LAT 1°11'50"S · LON 36°50'20"E   LAT 21°57'22"N · LON 104°39'55"E

GEOSPATIAL INTELLIGENCE

Satellite analytics, climate monitoring, and probabilistic forecasting for the global commodity supply chain.

ERA5 MODIS CHIRPS SEAS5 Forecasts 40+ Countries
Latest Coffee Climate Suitability Model Published 5 March 2026 Status →

Signal Feed

Intelligence Briefs

Climate signals, market analysis, and geospatial research from the coffee-producing belt.

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Capabilities

What We Deliver

Actionable intelligence combining climate signals, satellite analytics, and predictive modelling.

40+

Producing Countries

6mo

Forecast Horizon

10m

Spatial Resolution

01 · Commodity Focus

Arabica-First Intelligence

Purpose-built for Arabica with full architecture to expand across Robusta and emerging origins as demand evolves.

02 · Global Coverage

Planet-Scale Monitoring

Continuous monitoring across 40+ producing nations — remote sensing, atmospheric models, and in-situ validation fused into one signal.

03 · Forecast Horizons

6-Month Price Outlooks

Probabilistic forecasting of yield instability, climate-driven supply disruption, and ICE/LIFFE futures volatility — up to six months ahead.

Intelligence Platform

The Dashboard

Twelve geospatial products built on ERA5 reanalysis and ECMWF SEAS5 ensemble forecasts — climate maps, suitability scores, probability layers, and global indices in a single interface.

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data-in-geospace.com/dashboard
Live
Data in Geospace Intelligence Dashboard
12 Products · ERA5 · SEAS5 · 40+ Countries

01 · Climate

Maps & Timeseries

Monthly gridded maps and multi-year timeseries of temperature, precipitation, humidity, and dry season length — actual and forecast.

02 · Suitability

Score & Anomaly

Composite agroclimatic suitability scores and anomaly maps — how far current conditions deviate from the 1991–2020 climatological baseline.

03 · Ranked

Regional Comparison

Bar chart rankings of producing regions by suitability score or anomaly — identify the best and worst performing origins at a glance.

04 · Probability

SEAS5 Ensemble Maps

Spatial maps showing what fraction of SEAS5's 51 ensemble members forecast each suitability class — making forecast uncertainty explicit.

05 · Global Index

40+ Country Aggregate

A single composite suitability index across all monitored origins — plus cross-country rankings and anomaly league tables for macro supply intelligence.

The Case for Geospatial

Why It Matters

Global coffee production faces compounding exposure — climate volatility, supply-chain fragility, and environmental uncertainty are now permanent market forces. Our platform converts these signals into exploitable intelligence.

Early Detection

Detect environmental stress weeks before crop losses register in official data or consensus forecasts.

Price Anticipation

Anticipate futures volatility driven by satellite-observable climate anomalies ahead of market reaction.

Risk Quantification

Quantify long-term structural risk across yield, quality, and trade flow dimensions with probabilistic outputs.

Climate Stress Signal — 2025
INDEX
Thermal Analysis
Thermal Signature Active Range
LANDSAT
Source
30m
Resolution
Daily
Updated

System Architecture

How the Pipeline Works

Raw satellite imagery to actionable market intelligence — a four-stage, AI-enhanced pipeline operating at planetary scale.

01

Data Ingestion

Multi-sensor feeds — Sentinel-1/2, MODIS, LANDSAT, CHIRPS precipitation, ERA5 reanalysis, and in-situ weather networks.

Sentinel · MODIS · ERA5

02

Pre-Processing

Radiometric calibration, cloud-masking, atmospheric correction, spatial harmonisation, and statistical anomaly extraction.

NDVI · EVI · LST · LSWI

03

AI Modelling

Deep-learning models fuse climate, vegetation, thermal, and market signals to generate probabilistic supply and price forecasts.

ML · Neural Networks

04

Insight Delivery

Market-ready indicators via dashboard, API, and intelligence briefs — formatted for commodity desks, analysts, and risk managers.

API · Dashboard · Reports

Who We Serve

Strategic Opportunity

Climate risk is a defining force across global coffee markets. Every stakeholder — from farm gate to trading floor — requires forward intelligence to protect margins and anticipate disruption.

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Producers & Cooperatives

Identify climatic stress early, optimise crop management, and reduce yield uncertainty with predictive growing-season signals.

Exporters & Aggregators

Forecast production shortfalls and regional quality shifts to secure supply, plan procurement, and mitigate logistics risk.

Trading Houses & Hedge Desks

Gain early signals on price-moving climate anomalies, strengthening directional strategies and volatility positioning.

Roasters & Global Brands

Protect sourcing portfolios, anticipate cost pressures, and strengthen long-term origin planning with climate-driven foresight.

Investors & Financial Institutions

Integrate geospatial climate risk metrics into pricing models, portfolio strategies, and commodity exposure management.

Sustainability & Certification

Monitor climate vulnerability, verify environmental compliance, and track resilience indicators across producing regions.

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