Statistics at a scale that stopped behaving like statistics.
Anthropic positions itself as a safety-first AI builder—but its business runs on proprietary models trained with legally contested data, sold under restrictive partnerships, and governed by self-declared public benefit terms that do not prevent mass-scale book scanning or billion-dollar copyright liability.
Google DeepMind is a research lab inside Alphabet, not a standalone business. Its value lies in scientific credibility, not revenue. Its best work — AlphaFold 2 — solves a concrete biological problem. Its stated mission — AGI — remains speculative and unmeasured. Its funding, costs, and commercial path are undisclosed. It is a demonstration of what elite AI research looks like when decoupled from market feedback.
Meituan is a Chinese technology company headquartered in Beijing that operates a platform for local services, including on‑demand food delivery, in‑store services, consumer reviews under Dazhong Dianping, hotel and travel bookings, and instant retail. It monetises through fees on its platform, taking a commission on food delivery orders and charging merchants for booking and in‑store services. Meituan’s rapid user growth is driven by its extensive coverage of local services, its integration of food delivery, in‑store services, and hotel bookings creating a one‑stop shop, and its large merchant base of 14.5 million active merchants providing network effects. Meituan faces regulatory scrutiny in China, its 2021 post by Wang Xing triggered a 7.1 % share plunge and anti‑monopoly investigation, and the company has been subject to scrutiny by Beijing Municipal Human Resources and Social Security Bureau. Meituan demonstrates the power of a diversified local‑services platform, its ability to scale across cities and internationally shows the importance of network effects, and its regulatory challenges highlight the need for compliance awareness. Meituan offers a case study in rapid scaling and diversification, but its regulatory risks caution investors.
ABB is a post-merger industrial incumbent whose value lies in proven, regulated, physical infrastructure — not software, platforms, or scalability stories.