Choosing an AI model for business work is harder than comparing a few numbers on a public leaderboard. A model can perform well on general-purpose benchmarks and still struggle with the languages, data formats, tools, and long-running tasks used by an enterprise team every day.

This is why we built the Univio Commerce & Enterprise Benchmark, or Univio CEB: a private evaluation environment for testing AI models, agents, and evaluation frameworks against practical enterprise and e-commerce scenarios.

Searching digital data is a daily task in our lives, allowing us to navigate vast amounts of information.

It is both common and complex, involving a wide range of search engines, indexing methods, search algorithms, and implementations.

Typically, searches are performed remotely - on some server, database or a cloud service. We are accustomed to waiting for search results.

What if we could get search results instantly?

A silent change to the AWS infrastructure caused thousands of ECS applications to become unusable. Applications that relied on EBS-backed volumes suddenly lost access to their storage. Read how we dealt with this issue and how you can prevent similar problems in your infrastructure.