Use Cases
Industry use cases named in the notes, with the model classes and named models they use, and documented deployments.
No use case matches these filters.
ModelsDeployments
Healthcare and Pharma
40use cases
59named models
66deployments
23in Indonesia
Clinical LLM (Frontier Proprietary)
+1LLM4 models, 17 deploymentsChest X-Ray and TB Screening
+2vision4 models, 7 deployments, 5 in IndonesiaPathology Whole-Slide Imaging
+4vision11 models, 0 deploymentsEHR Prediction
LLM3 models, 6 deployments, 1 in IndonesiaMedical Image Segmentation
+4vision8 models, 0 deploymentsPharma Documents, Regulatory and Life-Science R&DLLM2 models, 6 deploymentsAmbient Clinical Scribing
speech recognitionLLM2 models, 4 deployments, 1 in IndonesiaClinical LLM (Open Weights)
LLMmultimodal LLM5 models, 0 deploymentsProtein Structure and Complexes
+2scientific4 models, 1 deploymentRadiology Report Generation
multimodal LLM3 models, 2 deployments, 1 in IndonesiaGenomics
+1scientific4 models, 0 deploymentsHealth Insurance Claim Document Verification and ProcessingOCR and documentLLM0 models, 3 deployments, 3 in IndonesiaMammography Cancer Detection
vision2 models, 1 deploymentPharmacovigilanceLLM1 model, 2 deploymentsProtein Language Models and Design
scientific3 models, 0 deploymentsRadiology and Anatomical Pathology for Cancervision0 models, 3 deployments, 3 in IndonesiaChinese Medical LLMs
LLMreasoning2 models, 0 deploymentsClinical Decision Support: Diagnostic Suggestion and Laboratory Result ReviewLLMtabular0 models, 2 deployments, 2 in IndonesiaClinical NLP and Trial Matching
LLM1 model, 1 deploymentDermatologymultimodal LLM2 models, 0 deploymentsEye Screeningvision1 model, 1 deploymentLung CT Nodule Detection
vision1 model, 1 deploymentBrain CT Stroke Detectionvision0 models, 1 deployment, 1 in IndonesiaClinician Inbox and Patient Message DraftingLLM0 models, 1 deploymentDisease Outbreak Early Warningtime seriesLLM0 models, 1 deployment, 1 in IndonesiaHealth Insurance Analyticstabular0 models, 1 deployment, 1 in IndonesiaHospital and Pharma Supply Chain Inventory Optimisationtime series0 models, 1 deployment, 1 in IndonesiaMaternal Risk Screening for Preeclampsiatabularvision0 models, 1 deployment, 1 in IndonesiaNurse Shift Handoff Report GenerationLLM0 models, 1 deploymentPatient Engagement ChatbotsLLM0 models, 1 deployment, 1 in IndonesiaPharma Manufacturing and GMP
time series1 model, 0 deploymentsSymptom Triage and Care Navigation AssistantLLM0 models, 1 deployment, 1 in IndonesiaEldercare and Memory Care SupportvisionLLM0 models, 0 deployments, 1062 candidatesHealthcare Revenue Cycle, Prior Authorisation and Denial AppealsLLMOCR and document0 models, 0 deployments, 477 candidatesHospital Service and Logistics Robotsvisionrobot policy0 models, 0 deployments, 705 candidatesLow-Code Domain Model Building for Clinical TeamstabularLLM0 models, 0 deployments, 434 candidatesMolecule Generation Platformsscientific0 models, 0 deployments, 36 candidatesPharma Marketing and Promotional Content ReviewLLM0 models, 0 deployments, 402 candidatesPharmacy Ordering and Automated DispensingLLMrobot policy0 models, 0 deployments, 447 candidatesSurgical Roboticsvisionrobot policy0 models, 0 deployments, 705 candidates
+1LLM4 models, 17 deploymentsChest X-Ray and TB Screening+2vision4 models, 7 deployments, 5 in IndonesiaPathology Whole-Slide Imaging+4vision11 models, 0 deploymentsEHR PredictionLLM3 models, 6 deployments, 1 in IndonesiaMedical Image Segmentation+4vision8 models, 0 deploymentsPharma Documents, Regulatory and Life-Science R&DLLM2 models, 6 deploymentsAmbient Clinical Scribingspeech recognitionLLM2 models, 4 deployments, 1 in IndonesiaClinical LLM (Open Weights)LLMmultimodal LLM5 models, 0 deploymentsProtein Structure and Complexes+2scientific4 models, 1 deploymentRadiology Report Generationmultimodal LLM3 models, 2 deployments, 1 in IndonesiaGenomics+1scientific4 models, 0 deploymentsHealth Insurance Claim Document Verification and ProcessingOCR and documentLLM0 models, 3 deployments, 3 in IndonesiaMammography Cancer Detectionvision2 models, 1 deploymentPharmacovigilanceLLM1 model, 2 deploymentsProtein Language Models and Designscientific3 models, 0 deploymentsRadiology and Anatomical Pathology for Cancervision0 models, 3 deployments, 3 in IndonesiaChinese Medical LLMsLLMreasoning2 models, 0 deploymentsClinical Decision Support: Diagnostic Suggestion and Laboratory Result ReviewLLMtabular0 models, 2 deployments, 2 in IndonesiaClinical NLP and Trial MatchingLLM1 model, 1 deploymentDermatologymultimodal LLM2 models, 0 deploymentsEye Screeningvision1 model, 1 deploymentLung CT Nodule Detectionvision1 model, 1 deploymentBrain CT Stroke Detectionvision0 models, 1 deployment, 1 in IndonesiaClinician Inbox and Patient Message DraftingLLM0 models, 1 deploymentDisease Outbreak Early Warningtime seriesLLM0 models, 1 deployment, 1 in IndonesiaHealth Insurance Analyticstabular0 models, 1 deployment, 1 in IndonesiaHospital and Pharma Supply Chain Inventory Optimisationtime series0 models, 1 deployment, 1 in IndonesiaMaternal Risk Screening for Preeclampsiatabularvision0 models, 1 deployment, 1 in IndonesiaNurse Shift Handoff Report GenerationLLM0 models, 1 deploymentPatient Engagement ChatbotsLLM0 models, 1 deployment, 1 in IndonesiaPharma Manufacturing and GMPtime series1 model, 0 deploymentsSymptom Triage and Care Navigation AssistantLLM0 models, 1 deployment, 1 in IndonesiaEldercare and Memory Care SupportvisionLLM0 models, 0 deployments, 1062 candidatesHealthcare Revenue Cycle, Prior Authorisation and Denial AppealsLLMOCR and document0 models, 0 deployments, 477 candidatesHospital Service and Logistics Robotsvisionrobot policy0 models, 0 deployments, 705 candidatesLow-Code Domain Model Building for Clinical TeamstabularLLM0 models, 0 deployments, 434 candidatesMolecule Generation Platformsscientific0 models, 0 deployments, 36 candidatesPharma Marketing and Promotional Content ReviewLLM0 models, 0 deployments, 402 candidatesPharmacy Ordering and Automated DispensingLLMrobot policy0 models, 0 deployments, 447 candidatesSurgical Roboticsvisionrobot policy0 models, 0 deployments, 705 candidatesPublic Sector
31use cases
27named models
44deployments
38in Indonesia
Translation Including Indonesian
+2LLM7 models, 2 deployments, 1 in IndonesiaCitizen Service Assistants
LLM2 models, 5 deployments, 4 in IndonesiaIndonesian and Regional-Language LLMsLLM5 models, 0 deploymentsBiometric Identity Verification Against the Population Registryvision0 models, 4 deployments, 4 in IndonesiaEmbeddings and Retrieval for SEA Languagesembedding4 models, 0 deploymentsIndonesian NLU (Classification, NER)
embedding4 models, 0 deploymentsPolice Identification and Video Analyticsvision0 models, 4 deployments, 4 in IndonesiaSatellite Monitoring (Land Cover, Floods, Forests)
+4geospatial4 models, 0 deploymentsSmart City Operations and Urban Infrastructurevisiontime series0 models, 4 deployments, 4 in IndonesiaAnti-Corruption and Public Spending Anomaly Detectiontabularvision0 models, 3 deployments, 3 in IndonesiaCustoms Risk Management and Trade Fraud DetectiontabularvisionOCR and document0 models, 3 deployments, 3 in IndonesiaDocument and Archive Processing
OCR and document2 models, 1 deployment, 1 in IndonesiaPublic Officer AssistantsLLM0 models, 3 deployments, 1 in IndonesiaTax Administration AI–0 models, 3 deployments, 3 in IndonesiaDisinformation, Deepfake and Illegal Content Detectionvisionaudio classificationLLM0 models, 2 deployments, 2 in IndonesiaE-Government Super-App–0 models, 2 deployments, 2 in IndonesiaCitizen Report Handlingimage generation0 models, 1 deployment, 1 in IndonesiaCourt Case Assignment and Administrationtabular0 models, 1 deployment, 1 in IndonesiaGovernment Big Data AnalyticsLLM0 models, 1 deployment, 1 in IndonesiaPermit and Licence Application ProcessingLLMOCR and document0 models, 1 deployment, 1 in IndonesiaPolicy Drafting and Global Policy TrackingLLM0 models, 1 deploymentSpeech Transcription and Meeting Minutes for Governmentspeech recognitionLLM0 models, 1 deploymentStatistical Classification for CensusesLLM0 models, 1 deployment, 1 in IndonesiaTourism Travel PlannerLLM0 models, 1 deployment, 1 in IndonesiaAutonomous Patrol and Threat Detectionvisionrobot policy0 models, 0 deployments, 705 candidatesCorrespondence and Case Triagelanguage encoderLLM0 models, 0 deployments, 444 candidatesIntelligence Analysis with Multimodal Data Fusionmultimodal LLM0 models, 0 deployments, 183 candidatesProcurement, Quotation Comparison and Contract DraftingLLMembedding0 models, 0 deployments, 521 candidatesRegulatory Examination and Inspection SupportLLMOCR and document0 models, 0 deployments, 477 candidatesSocial Benefits Eligibility ScreeningLLM0 models, 0 deployments, 402 candidatesUrban Planning Scenario Simulationgeospatialworld model0 models, 0 deployments, 73 candidates
+2LLM7 models, 2 deployments, 1 in IndonesiaCitizen Service AssistantsLLM2 models, 5 deployments, 4 in IndonesiaIndonesian and Regional-Language LLMsLLM5 models, 0 deploymentsBiometric Identity Verification Against the Population Registryvision0 models, 4 deployments, 4 in IndonesiaEmbeddings and Retrieval for SEA Languagesembedding4 models, 0 deploymentsIndonesian NLU (Classification, NER)embedding4 models, 0 deploymentsPolice Identification and Video Analyticsvision0 models, 4 deployments, 4 in IndonesiaSatellite Monitoring (Land Cover, Floods, Forests)+4geospatial4 models, 0 deploymentsSmart City Operations and Urban Infrastructurevisiontime series0 models, 4 deployments, 4 in IndonesiaAnti-Corruption and Public Spending Anomaly Detectiontabularvision0 models, 3 deployments, 3 in IndonesiaCustoms Risk Management and Trade Fraud DetectiontabularvisionOCR and document0 models, 3 deployments, 3 in IndonesiaDocument and Archive ProcessingOCR and document2 models, 1 deployment, 1 in IndonesiaPublic Officer AssistantsLLM0 models, 3 deployments, 1 in IndonesiaTax Administration AI–0 models, 3 deployments, 3 in IndonesiaDisinformation, Deepfake and Illegal Content Detectionvisionaudio classificationLLM0 models, 2 deployments, 2 in IndonesiaE-Government Super-App–0 models, 2 deployments, 2 in IndonesiaCitizen Report Handlingimage generation0 models, 1 deployment, 1 in IndonesiaCourt Case Assignment and Administrationtabular0 models, 1 deployment, 1 in IndonesiaGovernment Big Data AnalyticsLLM0 models, 1 deployment, 1 in IndonesiaPermit and Licence Application ProcessingLLMOCR and document0 models, 1 deployment, 1 in IndonesiaPolicy Drafting and Global Policy TrackingLLM0 models, 1 deploymentSpeech Transcription and Meeting Minutes for Governmentspeech recognitionLLM0 models, 1 deploymentStatistical Classification for CensusesLLM0 models, 1 deployment, 1 in IndonesiaTourism Travel PlannerLLM0 models, 1 deployment, 1 in IndonesiaAutonomous Patrol and Threat Detectionvisionrobot policy0 models, 0 deployments, 705 candidatesCorrespondence and Case Triagelanguage encoderLLM0 models, 0 deployments, 444 candidatesIntelligence Analysis with Multimodal Data Fusionmultimodal LLM0 models, 0 deployments, 183 candidatesProcurement, Quotation Comparison and Contract DraftingLLMembedding0 models, 0 deployments, 521 candidatesRegulatory Examination and Inspection SupportLLMOCR and document0 models, 0 deployments, 477 candidatesSocial Benefits Eligibility ScreeningLLM0 models, 0 deployments, 402 candidatesUrban Planning Scenario Simulationgeospatialworld model0 models, 0 deployments, 73 candidatesIndustrial and Asset-Intensive
30use cases
46named models
54deployments
22in Indonesia
Industrial Copilots and Maintenance Assistants+3LLM9 models, 14 deployments, 2 in IndonesiaVisual Quality Inspection and Defect Detection
+12vision15 models, 5 deployments, 3 in IndonesiaPredictive Maintenance (Failure Prediction, RUL)time series1 model, 13 deployments, 4 in IndonesiaProcess Optimisation and Advanced Process Control
time series2 models, 6 deployments, 4 in IndonesiaIndustrial Forecasting (Load, Throughput, Demand)
+2time series7 models, 0 deploymentsSafety (PPE, Hazards, Fatigue)
vision3 models, 4 deployments, 4 in IndonesiaAnomaly Detection on Sensor, SCADA and Historian Data
time series5 models, 1 deployment, 1 in IndonesiaAutonomous Mining Equipmentworld model1 model, 2 deployments, 1 in IndonesiaHumanoid Parts Handling in Automotive Manufacturing
robot policy2 models, 1 deploymentDigital Twins3D0 models, 2 deploymentsEnergy Optimisationtime series1 model, 1 deploymentCommodity Price Forecasting and Hedging for Procurementtime series0 models, 1 deployment, 1 in IndonesiaCondition Monitoringtime series0 models, 1 deploymentHSE Reporting and Safety Training Content GenerationLLMimage generationvideo generation0 models, 1 deploymentMaterials and Chemical Formulation Designmaterialsscientific1 model, 0 deploymentsOCR of Gauges and P&IDs
OCR and documentmultimodal LLM1 model, 0 deploymentsOperational Document Processing and Data EntryOCR and documentmultimodal LLMLLM0 models, 1 deployment, 1 in IndonesiaRobot Inspection with Instrument Reading
multimodal LLMrobot policy1 model, 0 deploymentsRobotic Waste and Recycling Sortingvisionrobot policy1 model, 0 deploymentsSimulation-Based Operator Training and Remote Operationsworld model0 models, 1 deployment, 1 in IndonesiaAsset Performance Managementtime seriesLLM0 models, 0 deployments, 470 candidatesAutonomous Chemical Line Handoff and Material Movementrobot policyvisionLLM0 models, 0 deployments, 1107 candidatesCommercial Bidding, Quoting and Order IntakeLLMtabular0 models, 0 deployments, 434 candidatesDrone Survey Footage Summarisation and Querymultimodal LLMvision0 models, 0 deployments, 843 candidatesGenerative Site and Plant Layout Design3D0 models, 0 deployments, 41 candidatesIndustrial Supply Chain and Inventory Optimisationtime seriesLLM0 models, 0 deployments, 470 candidatesNatural-Language Analytics and AI Briefings Over Operational DataLLMtime series0 models, 0 deployments, 470 candidatesRobotic Precision Assembly for High-Value Manufacturingrobot policyvision0 models, 0 deployments, 705 candidatesRoot Cause AnalysisLLM0 models, 0 deployments, 402 candidatesVibration and Acoustic Analysistime series0 models, 0 deployments, 68 candidates
+3LLM9 models, 14 deployments, 2 in IndonesiaVisual Quality Inspection and Defect Detection+12vision15 models, 5 deployments, 3 in IndonesiaPredictive Maintenance (Failure Prediction, RUL)time series1 model, 13 deployments, 4 in IndonesiaProcess Optimisation and Advanced Process Controltime series2 models, 6 deployments, 4 in IndonesiaIndustrial Forecasting (Load, Throughput, Demand)+2time series7 models, 0 deploymentsSafety (PPE, Hazards, Fatigue)vision3 models, 4 deployments, 4 in IndonesiaAnomaly Detection on Sensor, SCADA and Historian Datatime series5 models, 1 deployment, 1 in IndonesiaAutonomous Mining Equipmentworld model1 model, 2 deployments, 1 in IndonesiaHumanoid Parts Handling in Automotive Manufacturingrobot policy2 models, 1 deploymentDigital Twins3D0 models, 2 deploymentsEnergy Optimisationtime series1 model, 1 deploymentCommodity Price Forecasting and Hedging for Procurementtime series0 models, 1 deployment, 1 in IndonesiaCondition Monitoringtime series0 models, 1 deploymentHSE Reporting and Safety Training Content GenerationLLMimage generationvideo generation0 models, 1 deploymentMaterials and Chemical Formulation Designmaterialsscientific1 model, 0 deploymentsOCR of Gauges and P&IDsOCR and documentmultimodal LLM1 model, 0 deploymentsOperational Document Processing and Data EntryOCR and documentmultimodal LLMLLM0 models, 1 deployment, 1 in IndonesiaRobot Inspection with Instrument Readingmultimodal LLMrobot policy1 model, 0 deploymentsRobotic Waste and Recycling Sortingvisionrobot policy1 model, 0 deploymentsSimulation-Based Operator Training and Remote Operationsworld model0 models, 1 deployment, 1 in IndonesiaAsset Performance Managementtime seriesLLM0 models, 0 deployments, 470 candidatesAutonomous Chemical Line Handoff and Material Movementrobot policyvisionLLM0 models, 0 deployments, 1107 candidatesCommercial Bidding, Quoting and Order IntakeLLMtabular0 models, 0 deployments, 434 candidatesDrone Survey Footage Summarisation and Querymultimodal LLMvision0 models, 0 deployments, 843 candidatesGenerative Site and Plant Layout Design3D0 models, 0 deployments, 41 candidatesIndustrial Supply Chain and Inventory Optimisationtime seriesLLM0 models, 0 deployments, 470 candidatesNatural-Language Analytics and AI Briefings Over Operational DataLLMtime series0 models, 0 deployments, 470 candidatesRobotic Precision Assembly for High-Value Manufacturingrobot policyvision0 models, 0 deployments, 705 candidatesRoot Cause AnalysisLLM0 models, 0 deployments, 402 candidatesVibration and Acoustic Analysistime series0 models, 0 deployments, 68 candidatesFinance and Insurance
29use cases
10named models
46deployments
42in Indonesia
Banking Customer Service AssistantsLLM2 models, 6 deployments, 6 in IndonesiaInsurance Claims AutomationOCR and documenttabular0 models, 8 deployments, 8 in IndonesiaAlternative Credit Scoringtabular0 models, 6 deployments, 6 in IndonesiaFraud Detection
tabular2 models, 4 deployments, 3 in IndonesiaeKYC Document ExtractionOCR and document3 models, 2 deployments, 1 in IndonesiaInternal Knowledge Search and Report Q&ALLM0 models, 5 deployments, 5 in IndonesiaAML Transaction Monitoring and Suspicious Account Detectiontabular1 model, 3 deployments, 2 in IndonesiaRetail Banking Product Recommendationrecommendation0 models, 3 deployments, 3 in IndonesiaDeepfake and Liveness Detection in Digital Onboardingvision0 models, 2 deployments, 2 in IndonesiaFinance Domain LLMs and Employee Assistants
LLM1 model, 1 deploymentOutbound AI Voice Calls to Customersspeech recognitionspeech synthesisLLM0 models, 2 deployments, 2 in IndonesiaContact Centre Agent Assist and Call Summarisationspeech recognitionLLM0 models, 1 deployment, 1 in IndonesiaCredit Document and Bank Statement AnalysisOCR and documentLLM0 models, 1 deployment, 1 in IndonesiaFinancial Document QALLM1 model, 0 deploymentsPersonalised Financial Advice and Wealth Management AssistantsLLMrecommendation0 models, 1 deployment, 1 in IndonesiaSupervisory Technology for Financial Regulatorstabulartime series0 models, 1 deployment, 1 in IndonesiaATM Cash Forecasting and Replenishmenttime series0 models, 0 deployments, 68 candidatesCoding Assistants for In-House Bank Developerscode0 models, 0 deployments, 47 candidatesCredit Early Warning and Portfolio Monitoringtabulartime series0 models, 0 deployments, 100 candidatesCyber Threat Detection and Security OperationsLLM0 models, 0 deployments, 402 candidatesHumanoid Service Robots in Bank Branchesrobot policy0 models, 0 deployments, 45 candidatesInsurance Underwriting and Risk Pricingmultimodal LLMOCR and documenttabular0 models, 0 deployments, 290 candidatesLegacy Core System Code Modernisationcode0 models, 0 deployments, 47 candidatesPredictive Maintenance for ATMs and IT Infrastructuretime series0 models, 0 deployments, 68 candidatesRegulatory Compliance and Risk Reporting in Financial ServicesLLMtabular0 models, 0 deployments, 434 candidatesSynthetic Data Generation for Model DevelopmenttabularLLM0 models, 0 deployments, 434 candidatesTrading and Market Simulation Agentstime seriesLLM0 models, 0 deployments, 470 candidatesTransaction Data EnrichmentLLMembedding0 models, 0 deployments, 521 candidatesTreasury and Intraday Liquidity Forecastingtime series0 models, 0 deployments, 68 candidates
LLM2 models, 6 deployments, 6 in IndonesiaInsurance Claims AutomationOCR and documenttabular0 models, 8 deployments, 8 in IndonesiaAlternative Credit Scoringtabular0 models, 6 deployments, 6 in IndonesiaFraud Detectiontabular2 models, 4 deployments, 3 in IndonesiaeKYC Document ExtractionOCR and document3 models, 2 deployments, 1 in IndonesiaInternal Knowledge Search and Report Q&ALLM0 models, 5 deployments, 5 in IndonesiaAML Transaction Monitoring and Suspicious Account Detectiontabular1 model, 3 deployments, 2 in IndonesiaRetail Banking Product Recommendationrecommendation0 models, 3 deployments, 3 in IndonesiaDeepfake and Liveness Detection in Digital Onboardingvision0 models, 2 deployments, 2 in IndonesiaFinance Domain LLMs and Employee AssistantsLLM1 model, 1 deploymentOutbound AI Voice Calls to Customersspeech recognitionspeech synthesisLLM0 models, 2 deployments, 2 in IndonesiaContact Centre Agent Assist and Call Summarisationspeech recognitionLLM0 models, 1 deployment, 1 in IndonesiaCredit Document and Bank Statement AnalysisOCR and documentLLM0 models, 1 deployment, 1 in IndonesiaFinancial Document QALLM1 model, 0 deploymentsPersonalised Financial Advice and Wealth Management AssistantsLLMrecommendation0 models, 1 deployment, 1 in IndonesiaSupervisory Technology for Financial Regulatorstabulartime series0 models, 1 deployment, 1 in IndonesiaATM Cash Forecasting and Replenishmenttime series0 models, 0 deployments, 68 candidatesCoding Assistants for In-House Bank Developerscode0 models, 0 deployments, 47 candidatesCredit Early Warning and Portfolio Monitoringtabulartime series0 models, 0 deployments, 100 candidatesCyber Threat Detection and Security OperationsLLM0 models, 0 deployments, 402 candidatesHumanoid Service Robots in Bank Branchesrobot policy0 models, 0 deployments, 45 candidatesInsurance Underwriting and Risk Pricingmultimodal LLMOCR and documenttabular0 models, 0 deployments, 290 candidatesLegacy Core System Code Modernisationcode0 models, 0 deployments, 47 candidatesPredictive Maintenance for ATMs and IT Infrastructuretime series0 models, 0 deployments, 68 candidatesRegulatory Compliance and Risk Reporting in Financial ServicesLLMtabular0 models, 0 deployments, 434 candidatesSynthetic Data Generation for Model DevelopmenttabularLLM0 models, 0 deployments, 434 candidatesTrading and Market Simulation Agentstime seriesLLM0 models, 0 deployments, 470 candidatesTransaction Data EnrichmentLLMembedding0 models, 0 deployments, 521 candidatesTreasury and Intraday Liquidity Forecastingtime series0 models, 0 deployments, 68 candidatesRetail and Logistics
28use cases
11named models
24deployments
12in Indonesia
AI Agents for OperationsLLM0 models, 4 deploymentsDemand Forecastingtime series3 models, 0 deploymentsAgentic Commerce Through Third-Party AI AssistantsLLM0 models, 2 deploymentsConversational Shopping AssistantLLMrecommendation0 models, 2 deploymentsE-Commerce and Super-App Customer Service AutomationLLM0 models, 2 deployments, 2 in IndonesiaHumanoid Robots in Logisticsrobot policy1 model, 1 deploymentRoute Optimisation–1 model, 1 deployment, 1 in IndonesiaShelf and Store Operations Monitoring with Computer Vision
visionmultimodal LLM2 models, 0 deploymentsSuper-App Recommendation and PersonalisationLLMrecommendation1 model, 1 deploymentSuper-App Voice AssistantLLMspeech recognition1 model, 1 deployment, 1 in IndonesiaAI Hosts and Virtual Influencers for Live Commerceavatarspeech synthesis0 models, 1 deployment, 1 in IndonesiaAutonomous Mobile Robots for Warehouse Material Movementrobot policyvision0 models, 1 deployment, 1 in IndonesiaCustomer Identity Verification (eKYC) for MarketplacesOCR and documentvision0 models, 1 deployment, 1 in IndonesiaDriver and Fleet Safety Monitoringvisiontime series1 model, 0 deploymentsMarketplace Trust and Safety: Fraud and Counterfeit Detectiontabulargraph0 models, 1 deployment, 1 in IndonesiaMerchant Review SummarisationLLM0 models, 1 deploymentPort Marine Services and Berth Allocationtabular0 models, 1 deployment, 1 in IndonesiaProduct Catalogue Content Generation and Data Qualitymultimodal LLMLLM0 models, 1 deployment, 1 in IndonesiaRetail Grocery Manipulation Robots
robot policy1 model, 0 deploymentsReturns Processing with Photo Damage Detectionvision0 models, 1 deployment, 1 in IndonesiaSeller and Merchant CopilotsLLM0 models, 1 deploymentWarehouse Packing and Packaging Optimisationtabulartime series0 models, 1 deployment, 1 in IndonesiaConsumer and Market Intelligence ResearchLLM0 models, 0 deployments, 402 candidatesDynamic Pricing and Markdown Optimisationtime seriestabular0 models, 0 deployments, 100 candidatesGenerative Product Design and Consumer ResearchLLMimage generation0 models, 0 deployments, 586 candidatesMarketing and Social Content GenerationLLMimage generationvideo generation0 models, 0 deployments, 701 candidatesPromotion Planning and Trade Promotion Optimisationtime seriestabular0 models, 0 deployments, 100 candidatesVirtual Try-on and Visual Product Searchimage generationembedding0 models, 0 deployments, 303 candidates
time series3 models, 0 deploymentsAgentic Commerce Through Third-Party AI AssistantsLLM0 models, 2 deploymentsConversational Shopping AssistantLLMrecommendation0 models, 2 deploymentsE-Commerce and Super-App Customer Service AutomationLLM0 models, 2 deployments, 2 in IndonesiaHumanoid Robots in Logisticsrobot policy1 model, 1 deploymentRoute Optimisation–1 model, 1 deployment, 1 in IndonesiaShelf and Store Operations Monitoring with Computer Visionvisionmultimodal LLM2 models, 0 deploymentsSuper-App Recommendation and PersonalisationLLMrecommendation1 model, 1 deploymentSuper-App Voice AssistantLLMspeech recognition1 model, 1 deployment, 1 in IndonesiaAI Hosts and Virtual Influencers for Live Commerceavatarspeech synthesis0 models, 1 deployment, 1 in IndonesiaAutonomous Mobile Robots for Warehouse Material Movementrobot policyvision0 models, 1 deployment, 1 in IndonesiaCustomer Identity Verification (eKYC) for MarketplacesOCR and documentvision0 models, 1 deployment, 1 in IndonesiaDriver and Fleet Safety Monitoringvisiontime series1 model, 0 deploymentsMarketplace Trust and Safety: Fraud and Counterfeit Detectiontabulargraph0 models, 1 deployment, 1 in IndonesiaMerchant Review SummarisationLLM0 models, 1 deploymentPort Marine Services and Berth Allocationtabular0 models, 1 deployment, 1 in IndonesiaProduct Catalogue Content Generation and Data Qualitymultimodal LLMLLM0 models, 1 deployment, 1 in IndonesiaRetail Grocery Manipulation Robotsrobot policy1 model, 0 deploymentsReturns Processing with Photo Damage Detectionvision0 models, 1 deployment, 1 in IndonesiaSeller and Merchant CopilotsLLM0 models, 1 deploymentWarehouse Packing and Packaging Optimisationtabulartime series0 models, 1 deployment, 1 in IndonesiaConsumer and Market Intelligence ResearchLLM0 models, 0 deployments, 402 candidatesDynamic Pricing and Markdown Optimisationtime seriestabular0 models, 0 deployments, 100 candidatesGenerative Product Design and Consumer ResearchLLMimage generation0 models, 0 deployments, 586 candidatesMarketing and Social Content GenerationLLMimage generationvideo generation0 models, 0 deployments, 701 candidatesPromotion Planning and Trade Promotion Optimisationtime seriestabular0 models, 0 deployments, 100 candidatesVirtual Try-on and Visual Product Searchimage generationembedding0 models, 0 deployments, 303 candidatesAgriculture and Plantations
16use cases
18named models
24deployments
23in Indonesia
Plantation Monitoring and Decision Supportvisiongeospatial2 models, 8 deployments, 8 in IndonesiaFresh Fruit Bunch Ripeness Grading
vision5 models, 3 deployments, 3 in IndonesiaOil Palm Yield Prediction
tabulargeospatial2 models, 2 deployments, 2 in IndonesiaWeather Forecastingweather2 models, 2 deployments, 2 in IndonesiaGanoderma (Basal Stem Rot) Detection
vision3 models, 0 deploymentsLand Use and Crop Mapping
geospatial2 models, 1 deployment, 1 in IndonesiaAquaculture Feeding and Pond Monitoringtime seriestabular0 models, 2 deployments, 2 in IndonesiaTree Counting from Drone or Satellitevision1 model, 1 deployment, 1 in IndonesiaCrop Disease Diagnosis from Farmer Photosvision0 models, 1 deployment, 1 in IndonesiaDeforestation Baselines and Supply-Chain Monitoring (EUDR)+1geospatial1 model, 0 deploymentsEUDR Due Diligence and Traceability–0 models, 1 deploymentHarvest Planning and Field Operations–0 models, 1 deployment, 1 in IndonesiaPlantation Fire and Hotspot Early Detectiongeospatialvision0 models, 1 deployment, 1 in IndonesiaPrecision Fertiliser Application–0 models, 1 deployment, 1 in IndonesiaAgricultural Plot Risk Scoring for Lenders and Insurersgeospatialtabular0 models, 0 deployments, 66 candidatesAutonomous Field Machinery and Harvest Mechanisationvisionrobot policydriving0 models, 0 deployments, 726 candidates
vision5 models, 3 deployments, 3 in IndonesiaOil Palm Yield Predictiontabulargeospatial2 models, 2 deployments, 2 in IndonesiaWeather Forecastingweather2 models, 2 deployments, 2 in IndonesiaGanoderma (Basal Stem Rot) Detectionvision3 models, 0 deploymentsLand Use and Crop Mappinggeospatial2 models, 1 deployment, 1 in IndonesiaAquaculture Feeding and Pond Monitoringtime seriestabular0 models, 2 deployments, 2 in IndonesiaTree Counting from Drone or Satellitevision1 model, 1 deployment, 1 in IndonesiaCrop Disease Diagnosis from Farmer Photosvision0 models, 1 deployment, 1 in IndonesiaDeforestation Baselines and Supply-Chain Monitoring (EUDR)+1geospatial1 model, 0 deploymentsEUDR Due Diligence and Traceability–0 models, 1 deploymentHarvest Planning and Field Operations–0 models, 1 deployment, 1 in IndonesiaPlantation Fire and Hotspot Early Detectiongeospatialvision0 models, 1 deployment, 1 in IndonesiaPrecision Fertiliser Application–0 models, 1 deployment, 1 in IndonesiaAgricultural Plot Risk Scoring for Lenders and Insurersgeospatialtabular0 models, 0 deployments, 66 candidatesAutonomous Field Machinery and Harvest Mechanisationvisionrobot policydriving0 models, 0 deployments, 726 candidatesEnergy and Mining
15use cases
0named models
17deployments
13in Indonesia
Seismic and Subsurface Interpretation for Oil and Gasscientific3D0 models, 3 deployments, 3 in IndonesiaGrid Operations and Smart-Grid Monitoringtime seriesgraphweather0 models, 2 deploymentsReservoir Management and Production Optimisationtabulartime series0 models, 2 deployments, 2 in IndonesiaAgentic Field Operations CoordinationLLM0 models, 1 deployment, 1 in IndonesiaDrilling Planning and Optimisationtabulartime series0 models, 1 deployment, 1 in IndonesiaGeospatial Infrastructure Planning and Climate Resiliencegeospatialweather0 models, 1 deploymentLand and Asset Encroachment Early Warninggeospatial0 models, 1 deployment, 1 in IndonesiaOil and Gas Platform Inspectionvision0 models, 1 deployment, 1 in IndonesiaPower Line and Utility Network Inspectionvisiongeospatial0 models, 1 deployment, 1 in IndonesiaRenewable Output, Carbon Intensity and Energy Market Forecastingtime seriesweather0 models, 1 deploymentSatellite-Supported Mineral Explorationgeospatial0 models, 1 deployment, 1 in IndonesiaSubsidised Fuel Eligibility VerificationOCR and documentvision0 models, 1 deployment, 1 in IndonesiaUtility Customer ServiceLLM0 models, 1 deployment, 1 in IndonesiaEnvironmental and ESG Compliance Monitoring and Reportingtime seriesLLMembedding0 models, 0 deployments, 589 candidatesField Workforce Scheduling and Work-Order Dispatchtime seriesLLM0 models, 0 deployments, 470 candidates
Telecom
12use cases
1named model
24deployments
22in Indonesia
Telecom Customer Virtual AssistantLLM0 models, 6 deployments, 6 in IndonesiaEmployee Generative AI Assistants in TelcosLLM0 models, 4 deployments, 2 in IndonesiaNetwork Operations (RAN, NOC)–0 models, 4 deployments, 4 in IndonesiaConsumer AI Assistant Bundlingmultimodal LLM0 models, 2 deployments, 2 in IndonesiaInternal Legal Document IntelligenceLLM0 models, 2 deployments, 2 in IndonesiaScam and Spam Call and SMS Protection for Subscriberstabularlanguage encoder0 models, 2 deployments, 2 in IndonesiaSovereign AI Compute and AI Platforms Offered by TelcosLLM0 models, 2 deployments, 2 in IndonesiaAI-Enhanced Voice Callsspeech recognitiontranslationspeech synthesis0 models, 1 deployment, 1 in IndonesiaSubscriber Personalisation, Next Best Offer and Churn Reductionrecommendationtabular0 models, 1 deployment, 1 in IndonesiaTelecom Domain LLMs and BenchmarksLLM1 model, 0 deploymentsTelecom Network Security and Attack ProtectionLLM0 models, 0 deployments, 402 candidatesTelecom Service Order and Lifecycle AutomationLLM0 models, 0 deployments, 402 candidates