A McKinsey study of 18 countries and over 25,000 consumers uncovers five post‑pandemic trends—more solo online time, distrust of social media, Gen Z’s splurge habits, rising love for local brands, and a new value equation—offering actionable insights for brands navigating 2025.
The article reviews the rapid development of large language models in enterprise settings, covering internal collaboration tools, AI assistants for development and marketing, multimodal generation, inference speed bottlenecks, resource constraints, and future directions such as open‑source models and academic‑industry cooperation.
HaLao’s precise marketing system combines Pu‑Learning lookalike models, graph‑embedding user similarity analysis, and TSA/EM optimization within a robust feature‑engineering and deployment framework, delivering over 20% ROI gains and 3‑10× user growth while addressing low‑ROI and targeting inefficiencies.
