Operations | Monitoring | ITSM | DevOps | Cloud

Training an AI model costs anywhere from a few hundred dollars to several hundred million, depending entirely on what “train” means. Fine-tuning an existing model: tens to thousands of dollars. Pretraining a small model from scratch: tens of thousands to millions. A frontier run in 2026: hundreds of millions, with Epoch AI projecting the largest runs will pass $1 billion by 2027.

Organizations can use Oracle AI Database@AWS, Oracle AI Database@Azure, and Oracle AI Database@Google Cloud to run Oracle databases co-located with the cloud applications they support rather than managing the databases on premises. However, running applications in a cloud provider’s environment while hosting databases on Oracle Cloud Infrastructure (OCI) can lead to visibility gaps. When application performance degrades, identifying the source of the problem can be difficult.

Four in five UK teachers now use artificial intelligence for work. That is an extraordinary level of adoption for a technology that, just a few years ago, most people outside the technology industry had barely encountered. But there's another figure from the same research that I find considerably more interesting. Only 35% of teachers using AI say they're actually working fewer hours because of it.

Your next customer will likely meet your product inside an AI answer. More than 1 in 4 consumers already use generative AI to shop, according to McKinsey's State of the Consumer 2026. The traffic it sends is valuable. Adobe found AI referrals to US retail sites converted 54% better than other sources in May 2026. The answer that the shopper sees is assembled from your feeds, retailer listings, reviews, and third-party content.