AI for Manufacturing & Automotive
Vision AI quality inspection for EV and auto-parts lines
- Problem
- Manual visual inspection in Eastern Seaboard plants misses defects and slows the line.
- AI solution
- Edge computer vision detects defects in real time, logs them to MES, and retrains on in-country GPUs.
Outcome Fewer defects reaching customers, faster inspection, traceability per part.
AI for Manufacturing & Automotive
Predictive maintenance for factories and power plants
- Problem
- Unplanned downtime of critical machines and turbines breaks delivery schedules.
- AI solution
- Sensor data platform with ML failure prediction and a Thai-language maintenance copilot.
Outcome Fewer unplanned stoppages and leaner spare-parts inventory.
AI for Manufacturing & Automotive
Production planning copilot
- Problem
- Planners juggle orders, materials, and capacity in spreadsheets.
- AI solution
- An AI copilot drafts schedules from ERP data and explains trade-offs in Thai or English.
Outcome Planning cycles cut from hours to minutes.
AI for Banking & Finance
Thai-language KYC and document AI
- Problem
- Thai ID cards, house registrations, and bank statements are reviewed by hand.
- AI solution
- Thai OCR and a Thai LLM extract and check data with human review, deployed in-country.
Outcome Faster onboarding, fewer errors, and an audit trail aligned with Bank of Thailand AI guidance.
AI for Banking & Finance
Fraud and mule-account detection
- Problem
- Scam transfers and mule accounts move faster than rule-based checks.
- AI solution
- Graph analytics and real-time ML scoring with an explainability dashboard for investigators.
Outcome Earlier fraud interception with fewer false positives.
AI for Banking & Finance
Thai-language service agent
- Problem
- Branches and call centers are overloaded with routine questions.
- AI solution
- An AI agent answers on LINE, app, and phone in Thai and English, and hands complex cases to staff.
Outcome Routine enquiries resolved instantly, staff freed for complex cases.
AI for Tourism & Hospitality
Multilingual AI concierge on LINE and web
- Problem
- Hotels cannot answer Thai, English, Chinese, and Russian guests around the clock.
- AI solution
- An AI agent connected to the PMS and booking engine on LINE OA, WeChat, WhatsApp, and web chat.
Outcome More direct bookings, lower OTA commission, faster replies.
AI for Tourism & Hospitality
Revenue and demand forecasting
- Problem
- Seasonal swings and events make room and tour pricing guesswork.
- AI solution
- Forecasting models suggest prices from bookings, events, flights, and competitor rates.
Outcome Better occupancy and rate decisions every day.
AI for Healthcare
International patient intake and triage agent
- Problem
- Coordinators are overwhelmed by multilingual enquiries and records from overseas patients.
- AI solution
- A secure agent triages enquiries, summarizes records, and prepares quotes, hosted on PDPA-compliant Thai infrastructure.
Outcome Faster quotes and higher enquiry-to-admission conversion.
AI for Healthcare
AI medical scribe
- Problem
- Doctors spend a large share of each visit typing notes.
- AI solution
- Speech AI drafts structured clinical notes in Thai and English for the doctor to approve.
Outcome More time with patients, more complete records.
AI for Government
Sovereign document AI for agencies
- Problem
- Paper-heavy processes slow services, and data must stay in Thailand.
- AI solution
- Thai LLM with retrieval on sovereign cloud, with data classification aligned to DGA guidelines.
Outcome Faster citizen services with compliant data residency.
AI for Government
Citizen service assistant
- Problem
- Citizens queue or call for answers that already exist in regulations.
- AI solution
- A Thai-language assistant answers from official sources with citations and routes cases to officers.
Outcome 24/7 self-service for citizens, shorter queues.
AI for Government
National digital identity
- Problem
- Identity checks are slow, manual, and vulnerable to fraud.
- AI solution
- Biometric verification, liveness detection, and document AI on a secure national platform.
Outcome 70% faster verification in a delivered national project.
AI for Retail & E-commerce
LINE commerce sales agent
- Problem
- Retailers cannot keep up with the volume of LINE OA chats.
- AI solution
- A generative AI sales agent with product catalogue, order status, and payment-link handoff.
Outcome Higher chat-to-order conversion and lower support cost.
AI for Retail & E-commerce
Demand forecasting and replenishment
- Problem
- Stock-outs and overstock across stores tie up cash.
- AI solution
- SKU-level forecasts drive replenishment suggestions per branch.
Outcome Fewer stock-outs and less cash tied up in inventory.
AI for Logistics
Route and load optimization
- Problem
- Delivery costs are rising and fleets are under-used.
- AI solution
- Route optimization and demand forecasting connected to the driver app.
Outcome Lower fuel cost per drop and more on-time deliveries.
AI for Logistics
Customs and trade document automation
- Problem
- Import and export paperwork is re-keyed by hand across systems.
- AI solution
- Document AI reads invoices, packing lists, and permits and pre-fills customs declarations.
Outcome Less manual data entry and faster clearance.
AI for Agriculture & Food
AI fruit grading and export traceability
- Problem
- Durian and fruit grading is inconsistent and export paperwork is heavy.
- AI solution
- Vision grading, a traceability data platform, and auto-generated export documents.
Outcome Consistent grading, fewer rejected shipments, faster customs clearance.
AI for Agriculture & Food
Crop disease and yield detection
- Problem
- Rice, cassava, and fruit growers lose yield to disease spotted too late.
- AI solution
- Drone and phone imagery models detect disease early and estimate yield per plot.
Outcome Earlier treatment and better harvest planning.
Cross-industry AI
AI Act and PDPA readiness assessment
- Problem
- Leaders are unsure how the draft Thai AI Act and PDPA affect their AI systems.
- AI solution
- Inventory of AI systems, risk classification, gap analysis, and a governance playbook.
Outcome A clear compliance roadmap before the AI Act takes effect.
Cross-industry AI
Enterprise knowledge assistant
- Problem
- Staff waste time searching policies, manuals, and past projects.
- AI solution
- A cited Thai and English assistant over your documents, with access control and PDPA logging.
Outcome 4× faster information retrieval in a delivered project.
Cross-industry AI
Enterprise data platform modernization
- Problem
- Siloed data blocks every AI initiative.
- AI solution
- A lakehouse on a Thai cloud region with data governance, BI, and an AI feature store.
Outcome One source of truth and AI-ready data in a single program.
Outcomes describe what each solution is designed to improve. Figures appear only where they come from a delivered project. Results depend on your data, systems, and scope.