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Origin Decision Intelligence

The world
modeled as
connected objects.

AGGRID's Ontology models 16 global coffee origins, 4 port nodes, and 40 Uganda districts as live behavioral objects with causal relationships — updating every 60 seconds.

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How the
ontology works.

01
Objects
Every origin, port, district, supplier, and compliance record is a live object with properties, state, and relationships.
02
Relationships
Objects are connected by causal relationships. Brazil drought has a measured relationship with Uganda arabica supply compression.
03
Propagation
When any object changes state, the system propagates that change across all connected objects in real time.
04
Decision
Propagation resolves to a single output: which districts to act on, in what order, with what urgency, and the cost of waiting.
Object Explorer

Every object.
Every relationship.

Click any row to expand its linked objects and relationships. This is AGGRID's live ontology.

AGGRID Object Explorer — Origin Ontology
6 objects
LIVE
ORIGINPORTDISTRICTSIGNALEUDRFX
OBJECT TYPE
OBJECT ID
NAME / LABEL
PROPERTY
STATUS
UPDATED
▶
ORIGINOBJ-BRZ-001Brazil — CerradoDrought Index: 1.02Critical2 mins ago
▶
DISTRICTOBJ-SIR-001Sironko, Eastern UgandaPressure: 78% · BUY NOWCritical60 secs ago
LINKED TYPE
LINKED ID
LINKED OBJECT
RELATIONSHIP
UPDATED
ORIGINOBJ-BRZ-001Brazilpressure_received_from2 mins ago
PORTOBJ-MBB-001Mombasaprimary_export_port4 mins ago
EUDROBJ-PLT-004Plot-0041compliance_linked1 hr ago
▶
PORTOBJ-MBB-001Port of MombasaCongestion: +2 days delayWarning15 mins ago
▶
FXOBJ-UGX-001UGX/USD Exchange RateRate: 3,766 · +0.4% todayActive30 secs ago
▶
EUDROBJ-PLT-004Plot-0041 · SironkoSHA-256: a3f8b2e1... · Human verifiedVerified2 hrs ago
▶
ORIGINOBJ-VTN-001Vietnam — Da LatMonsoon Index: 0.84Warning5 mins ago
6 objects loaded1 row selectedOntology v3 · 6/10/2026
Last sync: 10:49:53 AM
Signal Pipeline

29 sources.
Every 6 hours.
Automatically.

Every signal ingested, normalized, modeled, scored, and resolved to a decision.

AGGRID Signal Pipeline — Live Ingest
TOTAL
152
TODAY
23
LATENCY
0.3s
INGEST
→
NORMALIZE
→
MODEL
→
SCORE
→
DECISION
29 SOURCES ACTIVE
TIME
SOURCE
SIGNAL VALUE
TYPE
INTENT
PIPELINE HEALTHY
Auto-sync every 6hrs · Next: 5h 4m
Signal Layers

29 sources.
Every 6 hours.
Automatically.

Weather & Climate
7 SRC
Satellite weather models, rainfall anomalies, drought indices across all 16 origins. NASA POWER, Open-Meteo, CHIRPS.
FX & Macro
5 SRC
UGX/USD, BRL/USD, VND/USD live rates. IMF commodity indices. 15 currency pairs affecting origin procurement cost.
Commodity Prices
4 SRC
ICE Coffee C futures. Arabica and robusta spot prices. World Bank commodity index. USDA production estimates.
Port & Logistics
3 SRC
Mombasa, Dar es Salaam, Santos, Rotterdam congestion. Vessel availability. Freight rate indices.
Conflict & Risk
2 SRC
ACLED conflict data for East Africa. Political risk indicators. Field agent security reports.
Compliance & EUDR
4 SRC
Farm plot verification status. Satellite deforestation cross-reference. Cryptographic audit trail events.
Field Intelligence
4 SRC
On-ground agent submissions from 40 Uganda districts. Farmer price reports. Buyer activity signals.

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