Turning Plantation Data into Decisions
Farm Intelligence™ is the decision-support layer of the TerraForestry™ Farm Management Platform. It transforms data from farms, blocks, trees, operations, workforce, environmental monitoring, and financial records into actionable intelligence for plantation managers, owners, and investors.
1. FROM DATA TO INTELLIGENCE
TerraForestry™ connects multiple data sources:
Tree Registry™
- Farm Block Management
- Plantation Operations
- Workforce Management
- Plantation Monitoring
- GIS & Remote Sensing
- Environmental Data
- Financial Data
- AgriTrace™
↓
FARM INTELLIGENCE™
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DECISION → ACTION → RESULT → LEARNING
2. THE FARM DIGITAL TWIN
Farm Intelligence™ creates a dynamic digital representation of the plantation.
Digital Farm
Farm
→ Blocks
→ Plots
→ Trees
→ Infrastructure
→ Operations
→ Workforce
→ Inputs
→ Growth
→ Production
→ Harvest
→ Financial Performance
Management can therefore view the plantation at multiple levels:
Enterprise → Farm → Block → Tree
3. KEY INTELLIGENCE MODULES
A. Biological Intelligence
Answers:
How are the trees performing?
Tracks:
- Survival
- Growth
- DBH
- Height
- Biomass
- Tree health
- Mortality
- Development stage
- Block productivity
B. Spatial Intelligence
Answers:
Where is performance changing?
GIS-based analysis can identify:
- High-performing blocks
- Poor-growth zones
- Pest/disease clusters
- Water-stress areas
- Erosion zones
- Fire-risk areas
- Infrastructure constraints
C. Operational Intelligence
Answers:
Are we managing the farm efficiently?
Analyzes:
- Work completion
- Labor productivity
- Input utilization
- Equipment utilization
- Maintenance
- Operational delays
- Cost per activity
D. Workforce Intelligence
Answers:
Are our people deployed effectively?
Measures:
- Workforce requirements
- Team productivity
- Skill utilization
- Work completion
- Labor hours
- Labor cost
- Training requirements
E. Financial Intelligence
Answers:
Is the plantation creating economic value?
Tracks:
- Cost/ha
- Cost/tree
- Operating expenditure
- Capital expenditure
- Revenue
- Harvest value
- Block profitability
- Projected returns
F. Sustainability Intelligence
Answers:
Is the plantation delivering environmental value?
Potential indicators include:
- Forest/plantation area
- Tree survival
- Biodiversity zones
- Soil protection
- Water management
- Carbon-related metrics
- Restoration activities
- Sustainable input use
4. PREDICTIVE INTELLIGENCE
Farm Intelligence™ can evolve from descriptive reporting to predictive decision support.
DESCRIPTIVE
What happened?
Block A03 experienced 4% mortality.
DIAGNOSTIC
Why did it happen?
Mortality is concentrated in a poorly drained section.
PREDICTIVE
What may happen next?
Similar conditions may increase mortality risk if drainage is not addressed.
PRESCRIPTIVE
What should we do?
Prioritize inspection and drainage intervention in the affected zone.
5. EARLY-WARNING SYSTEM
Farm Intelligence™ can generate management alerts.
🟢 NORMAL
Performance within expected range.
🟡 WATCH
Emerging deviation.
🟠 ACTION
Intervention recommended.
🔴 CRITICAL
Immediate management attention required.
Potential triggers:
- Abnormal mortality
- Growth decline
- Pest/disease increase
- Water stress
- Fire risk
- Storm damage
- Operational delays
- Cost overruns
- Inventory shortages
6. FARM PERFORMANCE SCORE
A management scorecard can combine multiple indicators.
TERRAFORESTRY™ FARM SCORE
Biological Performance
████████░░
Operational Performance
█████████░
Financial Performance
███████░░░
Tree Health
█████████░
Sustainability
████████░░
Traceability
██████████
The exact scoring methodology should be established using documented, auditable KPIs rather than an arbitrary single score.
7. BLOCK BENCHMARKING
Farm Intelligence™ enables comparison across blocks.
| KPI | Block A01 | Block A02 | Block A03 |
|---|---|---|---|
| Survival | 97% | 95% | 92% |
| Growth | High | Medium | Low |
| Health | Good | Good | Watch |
| Cost/ha | ₱— | ₱— | ₱— |
| Operations | 98% | 94% | 86% |
| Risk | Low | Medium | High |
This allows management to identify best-performing blocks and priority intervention areas.
8. AGARWOOD FARM INTELLIGENCE
For an agarwood-focused plantation, Farm Intelligence™ can create an additional production layer.
TREE DEVELOPMENT
↓
Maturity
↓
Resin Development
↓
Monitoring
↓
Harvest Readiness
↓
Yield
↓
Product Value
The system can correlate plantation conditions and management history with validated production outcomes, while avoiding unsupported assumptions about resin yield.
9. FINANCIAL & INVESTMENT INTELLIGENCE
TerraForestry™ can connect biological performance with financial performance.
Example
5-ha Block
→ 2,500 planted trees
→ Survival tracked
→ Management costs recorded
→ Growth monitored
→ Production potential assessed
→ Harvest recorded
→ Revenue captured
This creates a biological-to-financial performance chain.
10. MANAGEMENT DASHBOARD
EXECUTIVE FARM INTELLIGENCE™
TOTAL AREA 500 ha
TREES REGISTERED 250,000
SURVIVAL 96.4%
ACTIVE BLOCKS 42
OPERATIONS COMPLETION 94%
TREES REQUIRING ATTENTION 2,840
HIGH-RISK BLOCKS 3
TRACEABILITY COVERAGE 98%
OPERATING COST Tracked
PROJECTED PRODUCTION Tracked
ESG INDICATORS Tracked
11. INVESTOR INTELLIGENCE
Farm Intelligence™ can translate technical farm information into investor-oriented indicators.
ASSET Land + Trees + Infrastructure
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BIOLOGICAL PERFORMANCE Survival + Growth + Health
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OPERATIONAL PERFORMANCE Management + Labor + Inputs
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PRODUCTION Biomass + Harvest + Yield
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ECONOMIC VALUE Revenue + Cost + Asset Appreciation
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SUSTAINABILITY VALUE Environmental + Social + Traceability
12. AI-READY FARM INTELLIGENCE
As the platform matures, TerraForestry™ can support advanced analytics such as:
- Growth forecasting
- Mortality-risk detection
- Pest/disease anomaly detection
- Yield forecasting
- Workforce optimization
- Input optimization
- Maintenance prediction
- Harvest planning
- Scenario modeling
AI outputs should remain decision-support tools, with field verification and professional judgment retained for consequential plantation decisions.
13. THE INTELLIGENCE LOOP
COLLECT Capture farm data.
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CONNECT Link trees, blocks, people, activities and costs.
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ANALYZE Identify trends and anomalies.
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PREDICT Estimate future conditions.
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RECOMMEND Prioritize management actions.
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ACT Execute field interventions.
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MEASURE Record outcomes.
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LEARN Improve future decisions.
TERRAFORESTRY™ FARM INTELLIGENCE ARCHITECTURE
DATA
🌳 Trees
🗺️ Blocks
⚙️ Operations
👥 Workforce
🌦️ Environment
💰 Finance
🔗 Traceability
↓
FARM INTELLIGENCE™ ENGINE
↓
Analytics
Benchmarks
Alerts
Forecasts
Recommendations
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MANAGEMENT ACTION
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Better Productivity • Better Control • Better Investment Visibility • Better Sustainability
TerraForestry™ Farm Intelligence™ transforms a plantation from a collection of fields and trees into a measurable, connected, and decision-ready biological asset.
From Data → Intelligence → Action → Value.