BUNGE AGRIINTEL · ARCHITECTURE EXPLORERFirst customer: BungeGIS backbone: Esri ArcGISMeeting: May 2026PRE-READ · CONFIDENTIAL
vega farm analyticsOperational intelligence for agribusiness
▶ Copilot
Phase 1 · Bunge USEsri ArcGIS backboneMay 2026

The digital twin is the map.
AI is the intelligence that reads it.

An AI-native operational intelligence platform for the agribusiness value chain. Four layers, seven applications, eight open architecture decisions. Most users will never open a GIS app — all will operate on spatial intelligence without knowing it.

Open architecture explorer →▶ Test Bunge Copilot (AI + ArcGIS)8 open decisions
Platform layers

Four layers, one fabric

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L4

Enterprise Integration Framework

Where the platform meets the business

Bidirectional connectors to Salesforce, SAP, cloud platforms, satellite providers, AIS feeds, mobile devices.

Salesforce (cadastre + accounts + contracts)SAP (contracts, logistics, finance)Cloud platforms (GCP first / AWS / Azure)Satellite providers (Sentinel / Maxar / Planet)AIS + vessel tracking feedsMobile (offline-first field capture)
L3

Application Suite

Seven apps, one fabric

Modular applications deployed independently, sharing the spatial and AI layers. Each app exposes APIs for the future GrainStation marketplace.

Origination Intelligence (Phase 1 lead)Logistics — field to destinationProcessing & plant optimizationTraceability & complianceTrade flow intelligenceNew business simulationField intelligence mobile capture
L2

AI / GeoAI Engine

Intelligence that reads the map

Computer vision on imagery, predictive origination, logistics optimization, natural-language agents — running continuously, not on demand.

Crop condition + yield CV modelsPredictive origination + producer scoringLogistics / multimodal route optimizationNL agents over spatial + enterprise dataTrade flow + sanctions prediction
L1

Global Spatial Database

The digital twin of the value chain

Producer cadastres, satellite imagery, trade flows, parcel boundaries, government datasets — unified, versioned, queryable.

Producer cadastre (parcel + ownership + crop history)Satellite imagery archive (Sentinel, Maxar, Planet)Trade flow + AIS vessel tracksUSDA, government, regulatory datasetsEsri ArcGIS feature services as system-of-record
Application suite

Seven apps. Phase 1 leads with Origination.

APP_01Phase 1

Origination Intelligence

Phase 1 lead — unified spatial cadastre + predictive origination.

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APP_02

Logistics — Field to Destination

Multimodal optimization across truck, rail, barge, ocean.

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APP_03

Processing & Plant Optimization

Crush margins, plant utilization, capacity investment.

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APP_04

Traceability & Compliance

Multi-protocol origin verification. Built on LYRA / Grain Station.

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APP_05

Trade Flow Intelligence

Vessel tracking, terminal competition, AI trade-flow prediction.

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APP_06

New Business Simulation

Scenario modeling for markets, commodities, regulations, M&A.

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APP_07Phase 1

Field Intelligence Capture

Offline-first mobile capture of ground truth.

Open detail →