#enterprise AI
12 stories taggedenterprise AI.

This AI Router Cuts Costs by 2.6x by Learning From Its Own Mistakes
A new open-source system called ACRouter watches which AI model succeeds or fails on each task, remembers what it learned, and routes the next job smarter. In tests, it matched the performance of premium-only setups at less than half the price.

AI chip executives say demand is 'almost unlimited' even as companies get pickier about costs
Senior figures from chip startups, data centre builders and venture capital say AI infrastructure demand is outrunning supply. But enterprises are starting to ask hard questions about what they actually get for their money.

Meta's Adam Mosseri thinks companies will soon put spending caps on AI tools, engineer by engineer
The head of Instagram says AI token budgets could become a standard line item on the corporate balance sheet, sitting right next to payroll.

Open-source AI models from China now dominate developer downloads. Does the frontier still matter?
Chinese open-weight models took 41% of Hugging Face downloads this spring. Developers are building with cheaper, customisable alternatives, and some big names think that shift is permanent.

AI agents are being trusted with more decisions than companies can actually verify
A new survey finds half of enterprises have already shipped an AI agent that passed internal tests and then broke something for a real customer. Only 5% fully trust the testing that is supposed to catch those failures.

57% of Enterprises Have Been Burned by a Confident AI Answer That Was Wrong. Here Is Why It Keeps Happening.
A new survey puts numbers on a problem that IT teams already know: AI agents give wrong answers with total certainty, and the root cause is not the model. It is the missing layer that tells the model what your business data actually means.

Google's TabFM learns to predict from data it has never trained on
A new AI model from Google Research can analyse a spreadsheet it has never seen before and return a prediction in a single step, no custom training required.

DeepSeek Slashed Prices 75%. AI Costs Are Still Rising.
Cheaper AI models were supposed to make AI businesses more profitable. A hidden problem called token amplification is doing the opposite.

Enterprises Deployed AI Agents Without the Safety Nets. Now They're Paying to Retrofit.
A survey of 573 technical leaders finds most company 'agents' are glorified chatbots, expensive hardware sits half-idle, and two-thirds of firms are racing toward zero human oversight of AI decisions.

Microsoft's CEO warns companies are paying for AI twice, once in cash and once in secrets
Satya Nadella says every prompt, correction and workflow businesses feed into AI models is quietly training the companies they pay. He wants enterprises to take back control.

AI Is Getting Expensive, and the Executives Paying for It Are Starting to Notice
A major survey finds nearly a third of senior business leaders cannot keep track of what AI is costing them. A new forecast says AI coding tools could soon cost more per developer than the developer's own salary.

Half the Fortune 500 Now Builds on Open AI Models. Here Is What That Means for You
Hugging Face CEO Clem Delangue says open-source AI is growing fast, and the companies using it are not just the tech giants you might expect.