AI Solutions by Industry
Discover practical, sector-focused AI programs that move projects from pilot to production for retail groups, Bangkok hotels and PropTech teams. Built from market research com-piled Sep 2025 and grounded in industry case studies, our approach turns AI use cases—personalization, revenue management, automated valuations—into measurable operational outcomes. Book a Discovery Call to map a targeted pilot and next‑quarter roadmap.
What We Deliver
We design industry-specific AI roadmaps for retail (Thailand), hotels (Bangkok) and real estate/PropTech teams that prioritize high-impact use cases: customer experience and personalization, operations and supply chain, and revenue/price optimisation. Each engagement aligns with local market signals—Central Group’s 2024 generative‑AI initiatives in Thai retail and Bangkok hotel pilots using ChatGPT/Gemini inform our recommended starters. Proposals include measurable success criteria (response time, conversion, inventory availability) and a practical path to production.
How It Works
We start with a focused discovery to validate data readiness and use-case ROI, then run a tightly scoped pilot that integrates with existing systems and governance. Pilots emphasize deployment and scaleability rather than experiments: McKinsey and Deloitte research (early 2024–2025) show many organisations shifted gen‑AI from pilot to regular use, and our process mirrors that production focus. After pilot validation we operationalise models with monitoring, MLOps practices and change management to secure adoption.
Why It Matters Now
As of early 2024, McKinsey reported roughly 65% of organisations using generative AI in at least one function, signalling rapid enterprise adoption across sectors. Global AI market trackers for 2024–2025 place the market value in the high hundreds of billions (some estimates near USD 600–700B), while PropTech alone was estimated at about USD 40.6B in 2024 with multi‑year growth to 2034. In Thailand, depa’s 2024 Digital Density survey and Cisco/TDRI readiness reports (2024–2025) show accelerating digital adoption but ongoing readiness gaps—now is the window to build competitive advantage.
Proof & Results
Local case studies demonstrate practical wins: Central Group’s 2024 Google Cloud collaboration showcased generative‑AI chatbots and in‑store ML applications for customer experience, and Bangkok hotel pilots using ChatGPT/Gemini documented reduced routine workload and faster guest responses. Accor/Quicktext examples from hospitality indicate AI chat automation can increase direct bookings and speed. These provider and academic case studies (2024–2025) inform realistic KPIs we include in every pilot proposal.
compliance & Risk
Governance, security and data protection are core to every engagement. Vendor industry guidance and regional readiness reports emphasise data quality, access controls and policy frameworks; we design pilots that address data readiness, privacy controls and operational governance up front. For Thailand engagements we explicitly factor in findings from the Cisco AI Readiness Index (2024) and TDRI assessments (2025) to reduce implementation risk and support regulatory alignment.
Implementation considerations
Common scaling barriers are data readiness, talent and change management—issues highlighted across McKinsey, Cisco and TDRI reports. We assess datasets, recommend minimal viable integrations, and pair technical delivery with a stakeholder change plan so models become business-as-usual. Our pilots are designed to surface governance needs, measure operational impact and create a clear pipeline from pilot to scale.
Pricing & engagement
Engagements begin with a fixed-scope discovery (data, use-case validation, KPI definition) and proceed to a time‑boxed pilot aimed at production readiness. Deliverables include a pilot report, recommended KPIs and a scale roadmap informed by sector case studies (retail, hospitality, PropTech). Book a Discovery Call to receive a tailored engagement outline and timeline; if you prefer a written offer, request a Proposal and we’ll follow up with a sector-specific cost estimate.
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