AI Eats DevOps: the $5.5B Signal Reshaping Software Operations
What Changed and Why It Matters AI isn’t a feature anymore. It’s becoming the operational backbone. Two things tipped the market. First, AI budgets jumped from experiment to line item.…
AI in DevOps tops $5.5B as platforms beat point tools — what’s next
What Changed and Why It Matters AI is no longer a feature in DevOps—it’s the workflow. The spend is now in the multi‑billion range, and budget is tilting toward platforms…
Dell chases ground truth by buying the annotation factory
What Changed and Why It Matters Enterprises learned the hard way: model choice matters, but data quality decides outcomes. The hidden bottleneck is ground truth—how you clean, label, and govern…