Autonomous Turf Agronomy & GIS Management • Built for All Golf Facilities

Precision Agronomy for Championship Golf & Sports Turf.

Agronomic intelligence driven by multispectral NDVI imagery, root-zone moisture sensor telemetry, and RTK GNSS sprayer navigation. Assisted by Claude to triage superintendent inquiries, accelerate field diagnosis, and halt foliar fungal pathogens before canopy collapse.

Assisted by Claude for Field Triage 24/7 Field Decision Support
NODE-TG07B: HOLE 7 PUTTING GREEN USGA Spec • Bermudagrass TifEagle (3.0mm)
GPS RTK: ±1.8 cm LIVE TELEMETRY
Soil Moisture (VWC)
18.4%
Optimal (Target 16–20%)
Soil Salinity / EC
0.42 dS/m
Safe from salt stress
Canopy Temperature
28.6°C
Ambient 31.2°C (Cooling)
NDVI Spectral Index
0.78
Uniform canopy density
Geofence Zone Telemetry

The system automatically locks the Hole 7 Green polygon perimeter as mobile sensor rigs approach USGA collar boundaries. Toro Lynx Station #14 hydraulic pressure confirms normal operation at 65 PSI.

Coordinates: 3°45'22.4"S 103°47'58.1"E
Elevation & Slope: 48.2m MSL (1.8% Northeast Gradient)
ET0 Schedule: 6-minute irrigation cycle queued for 04:30 WIB
Pathology AI Risk Assessment
Low Pythium Risk Index (Score 12/100) Night canopy temperature remains below spore incubation thresholds. Fungicide advisory: No curative chemical intervention required.
Last Rotation: FRAC 11 (Azoxystrobin) Next Rotation: FRAC 3
Agronomy Modules

Core Turf Agronomy & Operational Modules

Engineered for course superintendents: lab-grade visual pathology diagnostics, sub-meter spatial geofencing, resistance-aware chemistry math, and operator triage assisted by Claude.

MODULE 01 • VISUAL DIAGNOSTICS Claude Multimodal Engine

Fungal Pathogen Identification & Canopy Stress Profiling

Eliminates misdiagnosis between destructive fungal diseases (such as Pythium blight or Rhizoctonia brown patch) and abiotic heat scald. Simultaneously correlates foliar lesions, mycelial signatures, and root-zone moisture metrics.

Field Inspection #FL-1082 48MP Macro Sensor + Soil Probe
Visual Anomaly: Tan Circular Foliar Rings
Diagnostic Result: Abiotic Heat Scald (Non-fungal)
Advisory: Initiate 2-minute canopy syringe cycle. Withhold scheduled curative fungicide application.
Pathogen Verification Accuracy: 94.8% Audit-ready work order
MODULE 02 • SPATIAL MAPPING

Sub-Meter GIS & CAD Geofencing

Full 18-hole polygon boundary mapping across Greens, Collars, Fairways, Bunkers, and Tee Boxes. Field equipment and autonomous sprayers recognize exact boundary limits to prevent off-target chemical drift.

Mapped Boundaries: 19 Greens, 18 Fairways
Positional Accuracy: RTK GNSS < 2 cm
Map Interoperability: Esri Shapefile & GeoJSON
Automated zone-level operational logs
MODULE 03 • PLANT HEALTH & IPM

Tank-Mix Calculations & FRAC Anti-Resistance Protocols

Calculates precise active ingredient dosages for spray tanks from 16L knapsacks to 200L commercial rigs. The system strictly restricts repeated consecutive applications of the same FRAC group to prevent resistant fungal strains from establishing.

Sample 200L Tank-Mix Batch (Fairway Turf)
Active Ingredient A: Azoxystrobin 250 SC (250 ml)
Active Ingredient B: Chlorothalonil 75 WP (400 g)
FRAC Classification: 11 + M05 (Valid Rotation)
Compliance Status: Verified against regional pesticide regulatory labels
MODULE 04 • OPERATOR TRIAGE Assisted by Claude

Intelligent User Inquiry Handling & Field Triage

Assisted by Claude to streamline operator communications and handle incoming user inquiries. Grounds crews and turf managers can submit foliar observations, disease questions, or application notes in natural language, receiving immediate diagnostic triage and protocol-verified guidance before superintendent sign-off.

Live User Inquiry Triage Active
Superintendent Query: "Yellowing patches on Hole 4 fairway after heavy afternoon rainfall. Soil VWC 22%."
Claude Triage Response: "Matched abiotic drainage saturation. Low Curvularia risk. Postpone fungicide; verify sub-surface aerification schedule."
Triage latency: < 1.4s Human verification required
System Architecture

Deterministic Agronomic Reasoning with Zero Error Tolerance.

Championship putting greens cut down to 3.0 millimeters are fragile in tropical heat and high humidity. Misdiagnosing Pythium and spraying the wrong chemistry can destroy a green within 48 hours, causing massive restoration costs.

1
Unified Field Data Ingestion

Aggregates macro canopy imagery, soil moisture/EC probes, and on-site weather telemetry into a single evaluation loop.

2
Tank Math & FRAC Enforcement

Solves exact active ingredient mass per square meter while enforcing strict rotational chemistry barriers.

3
Evapotranspiration (ET0) Irrigation Modeling

Computes zone-by-zone water deficits based on surface slope and root-zone moisture, feeding Toro and Rain Bird decoders.

4
Absolute Human Authority

The system functions as an agronomic co-pilot. The superintendent maintains final approval before any valve opens or chemical mix dispenses.

PIPELINE EXECUTION FLOW v2.4 Production
1. Edge Sensors & Drones GNSS + EC + NDVI
2. CAD GIS Snapping Holes 1–18 Polygons
3. Agronomy AI Engine Pathology & FRAC Math
4. Irrigation Telemetry Rain Bird / Toro Decoder
5. Work Order Audit Human Verification
TLS 1.3 encryption with cryptographically verifiable audit logs.
Operational Benchmarks

Measurable Impact Across Field Operations

Derived from empirical field trials across championship golf facilities and USGA-compliant hydrological modeling.

38%
Irrigation Water Savings

Compared to fixed timer schedules through daily evapotranspiration deficit modeling.

0 Losses
Fatal Green Collapse

Zero turf loss from misdiagnosed fungal pathogens across monitored USGA-spec putting greens during operational deployments.

100%
FRAC Rotation Compliance

Every chemical application verified to prevent fungal pathogen resistance across green and tee complexes.

< 2 cm
RTK Geofence Precision

Tight boundary tracking ensuring zero off-target spray drift outside putting surfaces.

Implementation Plans

Deployment Options for Golf Facilities & Turf Venues

Deployment structures scaled to operational footprints, from single 18-hole championship courses to multi-course resort portfolios.

Single Facility

Championship Pilot

1 Facility / 18 Holes

Tailored for 18-hole championship courses requiring CAD GIS boundary mapping, mobile staff diagnostic tools, and pathology verification.

  • Full 18 Green, Fairway, and Tee mapping
  • Daily ET0 and zone irrigation modeling
  • Tank-mix calculator and FRAC protocol enforcement
Resort & Fleet Scale

Resort & Multi-Course

Multi-Venue / 36+ Holes

Engineered for resort destinations, multi-course country clubs, and management groups operating distributed sports turf properties.

  • Centralized multi-course executive dashboard
  • Hardware telemetry decoder integration
  • Historical chlorophyll trends and zone health logs
  • Dedicated priority agronomic escalation line
Federation Scale

Enterprise Federation

Custom / Network

Designed for national golf federations, turfgrass sod producers, athletic stadium networks, and municipal park authorities.

  • Custom visual models for proprietary turf cultivars
  • On-premise or sovereign private cloud deployment
  • Advanced central irrigation API connectors
Consultation & Field Audit

Modernize Your Facility's Turf Agronomy

Connect with our agronomy specialists to map your facility into CAD GIS and equip your maintenance team with intelligent field diagnostic modules.

Field Audits
Agronomy & CAD mapping
[email protected]
Technical Support
Sensor & system triage
[email protected]
Enterprise / B2B
Federations & hardware
[email protected]
User Support & Operator Dispatch Palembang, South Sumatra, ID
Assisted by Claude for Rapid Inquiry Triage Superintendent inquiries, emergency turf flags, and audit submissions are triaged by Claude to verify agronomic parameters and expedite technical dispatch.