Deploy PDPA-compliant AI for store operations & visual merchandising in Thailand's THB 5.6 trillion digital economy, where software is the fastest-growing sector at 7.8% annual growth.
Thailand's AI market is forecast to reach USD 1.16-1.84 billion in 2025-2026, growing at 26-35% annually, yet enterprise AI adoption stands at only 17-32% with 72% of businesses stuck on basic use cases. Thailand's digital economy reached THB 5.6 trillion projected for 2026, growing at 4.2% year-on-year — twice the pace of national GDP growth — with software (7.8%), digital content (6.9%), and smart devices (5.5%) as the fastest-growing sectors. A critical shortage of roughly 80,000 digital professionals constrains AI expansion, with 47% of businesses citing lack of digital skills as the main barrier and only 34% of employees having received digital skills training in the past year.
LOCAL CONTEXT
Thailand's 4.0 initiative is driving the country's transition from a manufacturing-based to an innovation-driven economy. Government incentives through BOI and the Skills Development Fund are accelerating AI adoption, particularly in manufacturing, tourism, and financial services.
$3.5 billion AI market by 2030
THE CHALLENGE
“PDPA Compliance Uncertainty”
“AI Skills Shortage Blocking Adoption”
“Thai-Language and Cultural Training Gap”
“Underutilised Government Incentives”
Our team has trained executives at globally-recognized brands
OUTCOMES
FUNDING & SUBSIDIES
Up to THB 200,000 per SME; mini grants up to THB 100,000
SMEs adopting AI tools and training qualify for d-transform grants supporting digital capability building.
Official Source200% deduction on qualifying digital expenses up to THB 300,000 (effective June 2025 - December 2027)
Qualifying AI training and digital services expenses can be claimed at 200% for tax purposes, effectively halving the net cost.
Official SourceUp to 13 years CIT exemption (up to 15 years with Competitiveness Enhancement Act); 100% foreign ownership permitted
Corporate income tax exemptions for companies investing in AI and digital technology activities, including training and implementation.
Official Source30-50% of qualifying expenditures; OECD Pillar Two compliant
Tax credits for R&D and advanced skills development expenditures, with unused credits refundable in cash — directly applicable to AI capability building.
Official SourceREGULATORY LANDSCAPE
Thailand's PDPA (B.E. 2562), fully enforced since June 2022, governs all personal data processing with civil fines up to THB 5 million per violation and criminal penalties including imprisonment. In 2025, the PDPC levied THB 21.5 million in fines, extending enforcement to data processors. The Draft Digital Platform Economy Act will require notice-and-action systems, algorithm transparency, and systemic-risk assessments for digital platforms, with ETDA as primary regulator. The draft AI Law (2025) introduces 'Prohibited-risk' (social scoring, subliminal manipulation) and 'High-risk' categories with strict governance duties, targeted for formalization in 2026.
CHALLENGES IN THAILAND
Thailand's PDPA enforcement has escalated rapidly, with THB 21.5 million in fines across five cases in 2025 alone — now extending to data processors, not just controllers. Many organisations lack clarity on how AI systems handle personal data under these evolving requirements.
Thailand faces a critical shortage of approximately 80,000 digital professionals. Only 29% of businesses feel prepared with their current workforce's AI skillset, and 47% cite lack of digital skills as the primary barrier to AI expansion.
Effective corporate AI training in Thailand requires a hybrid approach — delivering core concepts in English for multinational context, then debriefing in Thai for emotional connection and deep learning. Most international providers fail to adapt to Thai hierarchical communication norms and learner preferences for interactive, high-energy formats.
Many Thai SMEs are unaware of available AI funding — including DEPA grants up to THB 200,000, the 200% digital tax deduction (effective June 2025), and BOI tax holidays of up to 13 years. Without guidance, businesses miss significant cost offsets for AI training and implementation.
OUR PROCESS
Audit current store operations, visual merchandising processes, and available data sources. Identify high-impact AI use cases specific to your retail format and customer segments.
Adapt training modules to your store layouts, POS systems, and merchandising guidelines. Integrate your actual sales data, foot traffic patterns, and product catalogue into hands-on exercises.
2-3 day intensive programme combining theory with practical labs. Participants work with real store data to build AI solutions for scheduling, merchandising, and operations.
Teams design and prototype AI solutions for their specific stores, with guidance on tool selection, implementation roadmaps, and success metrics.
30-day post-training support including office hours, implementation reviews, and troubleshooting as teams deploy AI tools in live store environments.
IS THIS RIGHT FOR YOU?
Retail chains with 5-50 stores looking to standardise AI-driven operations
Visual merchandising teams seeking data-driven layout and display decisions
Operations leaders aiming to reduce labour costs while improving service levels
Loss prevention teams wanting to implement AI-powered surveillance and analytics
Retailers preparing for omnichannel integration between physical and digital channels
Single-location independent retailers (more suitable for our AI Essentials programme)
Pure e-commerce operations without physical stores
Retailers not yet capturing digital POS data or customer traffic metrics
See yourself above? Let's talk about AI Store Operations & Visual Merchandising in Thailand.
Let's TalkCOMMON QUESTIONS
MORE TRAINING
WHY PERTAMA PARTNERS
Unlike local providers such as iApp Technology (focused on Thai-language AI products) or Data Wow (data labeling and ML development), Pertama delivers applied AI capability-building through structured training programmes with measurable business outcomes. While Accenture and Deloitte Thailand offer strategic advisory at premium price points, Pertama provides hands-on, practitioner-level training designed for mid-market organisations — with Southeast Asian delivery expertise across multiple ASEAN jurisdictions. The government-backed THAI Academy and Oracle-DEPA programmes offer foundational AI literacy, but lack the industry-specific, applied focus that Pertama's sector-tailored programmes deliver. Pertama bridges the gap between generic AI awareness and practical business transformation.
Training is delivered using a hybrid English-Thai approach: core AI concepts and frameworks in English for international context, with Thai-language debriefing, discussion, and hands-on exercises for deep learning and emotional connection. Workshop design incorporates high-energy, interactive elements, games, and team competition to match Thai learner preferences — avoiding passive lecture formats that cause disengagement. Content respects Thai hierarchical management norms (kreng jai) with consensus-building exercises and indirect feedback mechanisms rather than confrontational case studies. Flexible delivery modes include on-site instructor-led training (ILT), live virtual (VILT), and blended formats. Bangkok-based delivery standard; regional delivery available.
Let's discuss how ai store operations & visual merchandising can help your organization in Thailand.
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