Selected AI case studies

Browse production intelligence systems across loyalty, enterprise GenAI, geospatial AI, hospitality automation, and education workflows.

Current Work · Loyalty Intelligence

Buzzebees Brand Health Intelligence

Production ML pipeline patterns for turning loyalty, campaign, reward, and customer engagement signals into brand health summaries and marketing actions.

  • Frames brand health as actionable business signals instead of disconnected campaign reports.
  • Connects feature engineering, weak labels, model outputs, and summaries into repeatable decision workflows.
  • Supports marketing teams with customer segments, churn/retention indicators, and reward optimization context.
Azure MLMLflowDatabricksAzure BlobBatch InferenceModel Monitoring
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Product Builder · LINE-first Accounting Workspace

Goatie — AI Accounting Assistant for Thai SMEs

A LINE-first accounting assistant that helps small business owners issue documents, scan receipts, organize expense records, and understand income and expenses from the tools they already use every day.

  • Turns LINE into a lightweight accounting workspace for Thai SME workflows.
  • Helps owners issue documents, scan receipts, organize expense evidence, and understand business summaries faster.
  • Combines accountant-led business insight with AI product engineering and mobile-first execution.
AI ProductSME AccountingLINE WorkflowDocument AIReceipt ExtractionPayment Voucher
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Past Role · Enterprise GenAI Platform

AI4ALL @ Thaicom

Secure enterprise GenAI foundation integrating chat interfaces, identity, retrieval, governance, and model access patterns.

  • Created a governed entry point for enterprise GenAI experimentation.
  • Connected identity, knowledge retrieval, model access, and prompt operations into one platform pattern.
  • Helped teams evaluate LLM workflows with clearer security and operational boundaries.
LibreChatAWS BedrockRAGSageMakerEntra IDLangChain
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Geospatial AI for Forest Integrity

Carbon Watch

Satellite, drone, and ground-truth data pipelines for carbon readiness, forest health analysis, and environmental reporting.

  • Unified geospatial data sources into a more inspectable analytics workflow.
  • Supported carbon readiness and forest health analysis with repeatable data processing patterns.
  • Connected spatial data engineering with ML inference and executive reporting needs.
AWS LambdaSageMakerPostGISRaster AnalyticsS3CloudWatch
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Serverless Hospitality Platform

EasyStay Asia

Booking, payment, availability, messaging, and operations automation for a hospitality product.

  • Turned booking and operations workflows into a connected digital product.
  • Reduced manual coordination through payment, messaging, and reporting automations.
  • Created a platform foundation that can evolve with hospitality business needs.
Next.jsAWS LambdaDynamoDBOPN Paymentsn8nCDK
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Learning Platform Automation

Pasa Education

Course management, learner progress, content delivery, billing, and lifecycle messaging for an education platform.

  • Created a structured course and learner management workflow.
  • Automated lifecycle communication across common student touchpoints.
  • Gave operators clearer visibility into course engagement and student progress.
NuxtSupabaseServerlessn8nVercel
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