Data Is the Weak Link in Enterprise AI and Startup Validio Is Building a Multi-Million Business on It — Most corporate AI projects never reach production. Not because of poor models, but because of low-quality data. Stockholm-based startup Validio bet on this back in 2019 and has now raised $30 million to help companies prepare their data for the AI era. Why is data quality so crucial and what exactly does Validio offer?
Why 80% of Artificial Intelligence Projects Fail Due to Outdated Infrastructure — Eighty-eight percent of companies see artificial intelligence as a key priority for next year. But here lies one fundamental problem: half of them admit their IT infrastructure is not ready for it at all. We will show why outdated networks hold back even the best AI ideas and what to do about it.
In 2026, Most Corporate AI Projects Will Fail, and There Is Only One Reason Why — While individuals achieve higher productivity with AI tools, large corporate projects often fail before deployment. Research warns that up to 90 percent of AI initiatives could end in failure in 2026. Surprisingly, the main problem doesn't lie in the technology or choosing the right model, but in something much more mundane. And that's exactly why there's a solution that can save your AI projects.