World Bank's 2026 development report reveals Thai enterprises lag far behind in AI adoption—only 11.5% of surveyed firms use AI, compared to 40% in Kenya and Nigeria and 42.5% in the US. Despite Thailand ranking 5th globally in AI-enabling semiconductor exports and attracting major data centre investment, the disconnect is stark: Thai companies aren't adopting the technology they're manufacturing and selling. The report warns that without closing gaps in energy, connectivity, skills, and institutional quality, Thailand risks being left behind even as it could theoretically compress a century of development into a decade. Real-world examples show imported AI tools often fail in local contexts—Google Health's diabetic retinopathy screening tool rejected 20% of photos in Thai clinics due to lighting mismatches—highlighting the critical gap between supply chain participation and meaningful adoption.