Topic

AI Industry & Strategy

Lab and vendor moves, funding and acquisitions, compute economics, and what each company is betting on. Less product, more business of AI.

13 articles·Updated Oct 22, 2026
A routing diagram shows most incoming tokens flowing through an automated grid while a few are diverted to a slower, manually checked gate beside a pair of hands.

Klarna AI vs Human Support: Which Does Klarna Use Now?

Klarna's AI assistant did the work of 700 agents, yet the company rebuilt a human support layer in 2025. See what changed, why, and how its hybrid model works.

Klarna human customer serviceKlarna AI customer serviceKlarna AI assistant 700 agents
A cutaway, strata-like block representing a structured page, with mechanical extraction probes selectively lifting one distinct layer, illustrating how content gets pulled out piece by piece rather than read as a whole.

How to Structure Content So AI Assistants Cite It

Learn how to structure content so ChatGPT, Perplexity, and Google AI Overviews cite it, using answer-first sections, FAQs, and real citation data.

how to get cited by AIAI citationsstructure content for AI search
A line of nearly identical laptops with a chip-badge logo, where one laptop in the middle is missing its badge, illustrating Microsoft quietly dropping its Copilot+ PC branding.

What Happened to Microsoft's Copilot+ PCs?

Copilot+ PCs launched in 2024 with big claims. Two years of weak sales, Recall's security backlash, and enterprise indifference later, here's what actually happened.

Copilot+ PCswhat happened to Copilot+ PCsMicrosoft Copilot+ PC sales
A structural diagram of a centralized AI model repository featuring a single massive routing gateway connecting to a dense, organized array of distributed data nodes.

Nvidia's Hugging Face Deal: What It Means for Open-Source AI

Nvidia's reported $12.9B bid for Hugging Face would put open-source AI's biggest hub under one chipmaker's control. Here's the impact and why owning your infrastructure matters.

Nvidia Hugging Face acquisitionopen source AI infrastructureNvidia open source AI
A hardware cutaway showing a massive flow of microscopic token chips funneling into a heavy base partitioned into three oversized, fixed per-seat software modules.

The Zero-Marginal Cost AI Era Is Breaking SaaS Economics

AI inference costs fell 100x in two years, yet SaaS margins stayed near 80%. Here is why the subscription price never followed the token price down.

why is saas so expensiveai api pricing vs saassaas gross margins