Plantation Monitoring and Decision Support

Vision AI on satellite, drone or field imagery for tree identification, crop health, nursery assessment, stand census and inspection.

vision geospatial

2named models

692candidates

8deployments

8in Indonesia

Named Models

Oil-Palm-Health (gunadarma, Roboflow)not in the notesReleasednot in the notesRuns onnot in the notesClassvisionCommunity oil palm tree health detection project on Roboflow Universe: about 2,300 images with classes Dead, Grass, Healthy, Small and Yellow; 1 trained model.Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not stated UAV oil palm (Roboflow)not in the notesReleasednot in the notesRuns onnot in the notesClassgeospatialCommunity drone-image oil palm health detection project on Roboflow Universe: about 3,130 images with five health classes and 6 trained models.Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not stated

Where this comes from

Models the research names for this use case. Research, with sources on each model record.

Who Runs It

contract signed, 4pilot, 1planned, 3

PT Triputra Agro PersadaCountry: IndonesiaDabeeo vision AI on high-resolution satellite imagery (model not stated)Vendor: Dabeeocontract signedDate23 Feb 2026Tree identification, crop health, change detection, 3D mapping, land suitability; implementation plannedEvidence: company statementConfidence: lowSource: industri.kontan.co.id

POSCO Group (PT Bio Inti Agrindo)Country: IndonesiaDabeeo plantation analyticsVendor: Dabeeocontract signedDateMay 2025Cooperation since Dabeeo began operating in Indonesia (May 2025); scale and status not statedEvidence: company statementConfidence: lowSource: industri.kontan.co.id

Salim GroupCountry: IndonesiaDabeeo plantation analyticsVendor: Dabeeocontract signedDateMay 2025Cooperation since Dabeeo began operating in Indonesia (May 2025); scale and status not statedEvidence: company statementConfidence: lowSource: industri.kontan.co.id

Tunas Sawa Erma GroupCountry: IndonesiaDabeeo plantation analyticsVendor: Dabeeocontract signedDateMay 2025Cooperation since Dabeeo began operating in Indonesia (May 2025); scale and status not statedEvidence: company statementConfidence: lowSource: industri.kontan.co.id

Sinar Mas Agro Resources and Technology (PT SMART Tbk)

Sinar Mas Agribusiness and Food (PT SMART Tbk; GAR)Country: IndonesiaAI Interrow Inspection, Smart Grading TPH, Smart Manuring, Smart Step Harvesting (in-house OPTRA; TensorFlow, PyTorch, OpenCV)Vendor: In-housepilotDateJan 2026Pilot estates; AI implementation and rollout planned (weak evidence)Evidence: job advertisementConfidence: lowSource: dealls.com

PT LAT Trisakti (no named client)Country: IndonesiamySAP365 AIX vision AI (nursery assessment, stand census, crop health, yield forecast, FFB inspection; on-premises)Vendor: PT LAT TrisaktiplannedDate12 Aug 2026Being developed; vendor says analysis still needs validation against field conditionsEvidence: company statementConfidence: lowSource: palmoilmagazine.com

PTPN IV PalmCo (Regional 1 to 7 staff)Country: IndonesiamySAP365 AIX training (Batch 3)Vendor: PT LAT Trisakti with LPP Agro NusantaraplannedDate22 Jul 2026Training on AI and ML for plantation decision support; not a production deploymentEvidence: company statementConfidence: lowSource: en.infosawit.com, en.wikipedia.org, koran-jakarta.com

Sinar Mas groupCountry: IndonesiaSAP Cloud ERP (RISE) as base for future AIVendor: SAPplannedDate24 May 2024ERP migration; AI described as futureEvidence: company statementConfidence: lowSource: m.jpnn.com

Where this comes from

Documented uses by named organisations. The evidence column says who made the claim.

Candidate Models

COCO val

A general benchmark for this model class, not a test on this use case. Object detection and segmentation AP (mAP50-95). Higher is better. Showing 10 of 11.

RF-DETR 2XLRoboflow vendor-reported60.1

YOLO26xUltralytics vendor-reported57.5

YOLO26lUltralytics vendor-reported55

D-FINEUniversity of Science and Technology of China (USTC), Institute of Artificial Intelligence, Hefei Comprehensive National Science Center independent55

RF-DETR MRoboflow vendor-reported54.7

YOLO26mUltralytics vendor-reported53.1

RF-DETR SRoboflow vendor-reported52.9

YOLO26sUltralytics vendor-reported48.6

YOLO11Ultralytics independent48.3

RF-DETR NRoboflow vendor-reported48

050100

YOLO26lUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26mUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26nUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26sUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months

YOLO26xUltralytics, visionReleasedJan 2026open weightshas scoreslast 18 months

RF-DETR 2XLRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

RF-DETR MRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

RF-DETR NRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

RF-DETR SRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 months

SAM 3Meta, visionReleasedNov 2025open weightshas scoreslast 18 months

Showing 10 of 692. All models of this class

Where this comes from

Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.

Use Case

Industry: agriculture and plantations
Model classes: visiongeospatial
Benchmarks or datasets: not in the notes
Regulatory notes: Surat Edaran Menkominfo 9/2023 Etika Kecerdasan Artifisial, Kementerian Komunikasi dan Informatika (now Kementerian Komunikasi dan Digital)Plantation monitoring and decision support is an AI-based service run by an electronic system operator, and the circular asks such operators to build and use AI on the values of inclusivity, transparency, humanity and security.
UU 39/2014 Perkebunan, DPR and President of the Republic of Indonesia (Kementerian Pertanian)Plantation monitoring and decision support supports oil palm or other plantation operations, which this law governs, including plantation business licensing and sustainable land management.

Where this comes from

From the industry tracks T08 to T10 of the research notes.

R&D Topics

Links to R&D topics are awaiting review.

Where this comes from

Which R&D topics would most change this use case. Drafted by Claude from the topic definitions and the use case; proposed until approved.

Incidents

AI Chatbot Reportedly Recommended Herbicide Treatment Linked to Loss of About 25 Acres of Sesame in ChinaChina, 2026-07-10, financialA 67-year-old farmer in Chuzhou, Anhui, reportedly used an AI-generated weed-and-pest-control plan to spray about 150 mu (25 acres) of sesame by drone.

Where this comes from

Documented failures, harms or misuse in this kind of use, Indonesia first, then the region, then well-known cases elsewhere (AI Incident Database, OECD AI incidents monitor, reputable news). Not a claim about any deployment listed here.

In Neighbouring Countries

Braintree Technologies Sdn BhdMalaysia, production, 2017-12-11Drones, AI, IoT and GIS services for oil palm estates (more than 20 estates)

Where this comes from

Documented deployments of this use case in Malaysia, Singapore, Thailand, Vietnam and the Philippines, each with its source.

Opportunities

Opportunities are awaiting review.

Where this comes from

Gaps found by rule in what the directory holds for this use case. Each is a proposal for review.

Links

IndustryAgriculture16 use cases, 24 deployments

Use CasePlantation Monitoring and Decision SupportAgriculture

ModelsOil-Palm-Health (gunadarma, Roboflow)vision UAV oil palm (Roboflow)geospatial

Who Runs ItPT LAT Trisakti (no named client)Planned, 12 Aug 2026

PTPN IV PalmCo (Regional 1 to 7 staff)Planned, 22 Jul 2026

PT Triputra Agro PersadaContract signed, 23 Feb 2026

Sinar Mas Agribusiness and Food (PT SMART Tbk; GAR)Pilot, Jan 2026+4 more

Graph

Models 2

Oil-Palm-Health (gunadarma, Roboflow)vision UAV oil palm (Roboflow)geospatial

Deployments 8

POSCO Group (PT Bio Inti Agrindo)Dabeeo plantation analytics, Indonesia PT LAT Trisakti (no named client)mySAP365 AIX vision AI (nursery assessment, stand census, crop health, yield forecast, FFB inspection; on-premises), Indonesia PT Triputra Agro PersadaDabeeo vision AI on high-resolution satellite imagery (model not stated), Indonesia PTPN IV PalmCo (Regional 1 to 7 staff)mySAP365 AIX training (Batch 3), Indonesia Salim GroupDabeeo plantation analytics, Indonesia Sinar Mas Agribusiness and Food (PT SMART Tbk; GAR)AI Interrow Inspection, Smart Grading TPH, Smart Manuring, Smart Step Harvesting (in-house OPTRA; TensorFlow, PyTorch, OpenCV), Indonesia Sinar Mas groupSAP Cloud ERP (RISE) as base for future AI, Indonesia Tunas Sawa Erma GroupDabeeo plantation analytics, Indonesia

Sources

PalmCo Advances AI-Driven Decision Making Through mySAP365 AIX Training en.infosawit.com https://www.en.infosawit.com/news/18111/palmco-advances-ai-driven-decision-making-through-mysap365-aix-training
Palm Oil Magazine - Vision AI Transforms Palm Oil Monitoring from Nursery to Harvest - Palm Oil Magazine palmoilmagazine.com https://www.palmoilmagazine.com/technology/2026/08/12/vision-ai-transforms-palm-oil-monitoring-from-nursery-to-harvest/
Dabeeo Perluas Teknologi AI untuk Perkebunan Sawit di Indonesia industri.kontan.co.id https://industri.kontan.co.id/news/dabeeo-perluas-teknologi-ai-untuk-perkebunan-sawit-di-indonesia
AI Development Intern (OPTRA) Internship Jobs at Sinar Mas Agribusiness and Food | Dealls dealls.com https://dealls.com/en/loker/ai-development-intern-optra-internship~pt-smart-tbk

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Plantation Monitoring and Decision Support", https://aurion.semai.id/usecases/ag-plantation-monitoring/, records of October 2026.