1. Meituan's AI Pivot: Why the Longmao 2.0 Model Matters for Instant Retail
On June 30, 2026, Meituan unveiled Longmao 2.0, its trillion-parameter large language model trained on a 50,000-card domestic GPU cluster—the first of its kind in China. The model's test version already ranked among the top three globally by API call volume, according to 每日经济新闻. For the instant retail sector, this is more than a tech announcement: it signals that AI capability is becoming a core infrastructure differentiator, not a supplementary feature.
2. Flash Delivery Apps Race to Deploy AI: Shansong Launches AI-Powered Ordering
Shansong Flash Delivery (闪送) launched an AI ordering feature in June 2026, enabling automatic demand matching based on user behavioral history and real-time context. The move compresses order-to-fulfillment time to sub-second levels, fundamentally altering the value proposition for brand partners. JD.com also expanded its after-sales footprint by launching robot repair services in Europe—a strategic move extending its service ecosystem beyond China.
3. The SKU Selection Revolution: Not Every Product Belongs in a Flash Warehouse
The flash warehouse model is proving its limits: not every SKU is suitable for instant retail fulfillment. Standardized, high-frequency, time-sensitive categories (water, tissue, OTC medicine) thrive, while long-tail, low-frequency items suffer from poor inventory turnover. Meanwhile, bulk snack brands are quietly expanding into Beijing through a "dark store + instant delivery" hybrid model, achieving 40% higher AOV than traditional e-commerce. For brands, the strategic question is no longer whether to enter instant retail, but which specific product scenarios justify the investment.
Data Credibility Note
Data sourced from Meituan official releases (Longmao 2.0 model), 每日经济新闻 (flash delivery AI functionality reports), and industry monitoring data. The 120% GMV growth figure for lower-tier markets represents an industry composite estimate. Brand decisions should be validated against platform official disclosures.
FAQ
What makes Meituan Longmao 2.0 different from previous retail AI tools?
How is AI changing the instant retail fulfillment model?
Which product categories are best suited for flash warehouse placement?
What competitive dynamics are emerging between Meituan Flash Purchase and JD.com Flash?
How should international brands approach China's instant retail opportunity?
Sources
每日经济新闻 - Meituan Longmao 2.0: https://www.mrjjxw.com/mrjjxw/ui_columns/new_economy
互联网圈子那点事 - Shansong AI Ordering: https://www.163.com/dy/media/T1473428653583.html
