Geospatial AI for Agriculture

AGROVECTOR

Farming With Foresight - Where Satellite Meets Silicon

Harness the power of satellite imagery and multi-LLM reasoning for precision agriculture. From stress detection to yield forecasting, make data-driven decisions that transform your farm's productivity.

87%
Recommendation Confidence
7+
Vegetation Indices
Go 1.22+
Performance
5
Major Crops
Sentinel & Landsat Integration
Multi-LLM Support
Equipment Integration
Government Reporting
Carbon Tracking

The Precision Agriculture Gap

Traditional farming relies on intuition. AGROVECTOR brings data-driven intelligence to every acre.

Traditional Approach

  • Visual inspection misses early stress signs
  • Uniform irrigation wastes water and energy
  • Reactive disease treatment - costly damage
  • Manual yield estimates - unreliable forecasts
  • No carbon tracking for sustainability credits

AGROVECTOR Approach

  • Satellite imagery detects stress weeks early
  • Soil water balance optimizes irrigation
  • Predictive models prevent disease outbreaks
  • AI-powered forecasting with historical comparison
  • Carbon sequestration monitoring built-in

Intelligent Pipeline Architecture

From satellite data to actionable insights - powered by multi-LLM reasoning

Data Sources

Satellite / Weather / Soil Sensors

Geo Normalizer

CRS alignment, cloud masking

Feature Extraction

NDVI, NDWI, EVI indices

LLM Reasoning

Multi-model analysis

Actionable Outputs

Recommendations & alerts

DATA SOURCES Sentinel-2 10m resolution Landsat-8/9 30m resolution Weather APIs Forecast data Soil Sensors IoT integration Market AGROVECTOR PIPELINE Geo Normalizer CRS, cloud mask, calibration \2192 Feature Extraction NDVI, NDWI, EVI, SAVI... \2192 Prediction Engine Stress, yield, disease \2192 LLM Reasoning Multi-model AI MULTI-LLM SUPPORT Ollama Anthropic OpenAI OpenRouter Kimi ACTIONABLE OUTPUTS Irrigation Plans Stress Alerts Yield Forecasts Carbon Reports Equipment Commands

Comprehensive Features

Everything you need for data-driven precision agriculture

Satellite Imagery Analysis

Integrate Sentinel-2 and Landsat-8/9 imagery with automatic cloud masking, atmospheric correction, and multi-temporal analysis.

Stress Detection

Early detection of water stress, nutrient deficiency, disease pressure, heat/cold damage, and pest infestations before visible symptoms.

Disease Prediction

AI-powered prediction of fungal and bacterial disease outbreaks using weather patterns, crop history, and vegetation indices.

Yield Forecasting

Accurate yield predictions with historical comparison, confidence intervals, and seasonal trend analysis for planning.

Irrigation Optimization

Soil water balance modeling with evapotranspiration calculations. Zone-based irrigation recommendations that save water.

Carbon Tracking

Monitor carbon sequestration, generate sustainability reports, and prepare documentation for carbon credit programs.

Equipment Integration

Direct integration with John Deere, CNH Industrial, and ISOBUS-compatible equipment for automated variable rate application.

Government Reporting

Automated report generation for CAP (EU), USDA programs, and other agricultural compliance requirements.

Multi-LLM Support

Choose your AI backend: Ollama (local), Anthropic Claude, OpenAI GPT, OpenRouter, or Kimi for intelligent reasoning.

Vegetation Indices

Comprehensive spectral analysis for crop health monitoring

NDVI
Normalized Difference Vegetation Index
NDWI
Normalized Difference Water Index
EVI
Enhanced Vegetation Index
SAVI
Soil Adjusted Vegetation Index
NDRE
Normalized Difference Red Edge
LAI
Leaf Area Index
CHL
Chlorophyll Content Index
+More
Custom indices supported

See It In Action

Powerful visualizations for informed decision-making

AGROVECTOR Dashboard

Farm Dashboard

Comprehensive overview of all fields with real-time health metrics, alerts, and recommendations at a glance.

Satellite View

Satellite View

Multi-band satellite imagery with vegetation index overlays and zone-based analysis tools.

Weather Forecast

Weather Forecast

Integrated weather data with agricultural impact analysis and disease risk predictions.

Market Prices

Market Prices

Real-time commodity prices and market trends to optimize harvest timing and sales strategy.

Multi-Crop Support

Tailored analytics for major commodity crops

Wheat

Monitor nitrogen status, detect rust and septoria early, optimize fungicide timing, and predict yield with growth stage tracking.

Corn / Maize

Track emergence uniformity, detect water stress, monitor tasseling, and generate variable rate nitrogen prescriptions.

Soybean

Early detection of sudden death syndrome, cyst nematode pressure, and nutrient deficiencies with pod count estimation.

Rice

Paddy water level monitoring, blast disease prediction, and nitrogen topdressing optimization for flooded conditions.

Cotton

Defoliation timing, boll development tracking, irrigation cutoff optimization, and fiber quality prediction.

Extensible

Custom crop profiles available. Contact us for specialty crops, orchards, vineyards, and regional varieties.

Transform Your Farm With Data

Join leading agricultural operations using satellite-powered precision farming.

On-premise deployment
Custom crop profiles
Equipment integration
Training included