Claude Opus 5.5 needs cache hits to deliver its benchmark gains
Anthropic priced Claude Opus 5.5 at $4 per million input tokens and $20 per million output tokens, establishing a 20% reduction compared to Opus 5 and reaching...
Business Models
What these products cost, who pays, and how the pricing works underneath.
15 articles
Claude Pro recorded 11 opens while dual subscriptions cost 290 yuan
Productivity applications such as ChatGPT, Claude, Gemini, and Grok drove US productivity app revenue up by approximately 100% and user time spent up by...
Memoket turns AI memory into a European trust problem
Memoket Gem is an 11-gram aluminum-alloy recording device whose two microphones pick up audio across 5 meters for up to 20 hours per charge, turning an AI-memory...
Qwen3.8-Max turns open weights into part of the price
DeepSeek V4 Pro shows a market in which higher API prices can accompany a push for dependable, higher-value model work rather than a retreat from broad usage.
Claude Code needs a boundary between learning and work
Self-funded AI accounts are turning token budgets into hidden career capital: a personal subscription can teach reusable workflows, yet the same account can...
Ecovacs meets the robot export service test
Robot vacuum cleaners now face a United States market-access test that reaches beyond the machines already on store shelves.
Rise turns AI latency into a workflow cost
Rise, Xingjie Intelligence's Era-series immersive-generation model, makes AI's economic question concrete: its listed price is 1 cent per second, alongside a...
Gemini 3.8 Flash's price is not its agent cost
Gemini 3.8 Flash makes the case that a low-cost model is not automatically a low-cost agent: its speed matters only if it can finish a real workflow without...
SiliconFlow shows why AI tokens are a metered resource
Tencent's Token quota turned AI from a background workplace perk into a metered line item: in the second week of June, one employee's previous monthly allowance...
Maifushi shows how AI apps sell finished workflows
Maifushi fits a broader Chinese AI pattern: the money is moving away from plain access and toward products that can sit inside a repeatable business workflow.
Tencent capex turns AI into an investment test
Tencent's Hunyuan and WorkBuddy now sit inside a more expensive bargain: the company's capital expenditure reached 52.8 billion yuan in the second quarter, up...
DeepSeek V4 Flash makes agent cost a workflow metric
Claude agents show why agent cost is becoming a workflow metric rather than a model sticker price. woshipm cites SemiAnalysis calculating a real blended price of...
Fi Ultra shows the real cost of AI hardware
AI-native applications can win overseas pilot orders before they have a business model capable of surviving overseas customers.
Apple Intelligence becomes a workflow gatekeeper
Apple Intelligence is starting to look less like a single feature set and more like a quota system attached to Apple's services.
Uber spent its whole 2026 AI budget in four months
Uber opened AI coding tools to 5,000 engineers and burned through its entire 2026 budget in four months.