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5% GPU utilization: The $401 billion AI infrastructure problem enterprises can't keep ignoring
For the last 24 months, one narrative justified every over-provisioned data center and bloated IT budget: the GPU scramble. Silicon was the new oil, and H100s traded like contraband. Reserve capacity [...]
Intent-based chaos testing is designed for when AI behaves confidently — and wrongly
Here is a scenario that should concern every enterprise architect shipping autonomous AI systems right now: An observability agent is running in production. Its job is to detect infrastructure anomali [...]
Companies are finally seeing AI ROI — and now they know how much more value it can deliver
Presented by SAPEnterprise AI has moved from experiment to execution, and that shift is beginning to show real returns. The SAP Value of AI Report 2026, produced with Oxford Economics and based on a s [...]
Inside Celosphere 2025: Why there’s no ‘enterprise AI’ without process intelligence
Presented by CelonisAI adoption is accelerating, but results often lag expectations. And enterprise leaders are under pressure to prove measurable ROI from the AI solutions — especially as the use o [...]
AI’s financial blind spot: Why long-term success depends on cost transparency
Presented by Apptio, an IBM companyWhen a technology with revolutionary potential comes on the scene, it’s easy for companies to let enthusiasm outpace fiscal discipline. Bean counting can seem shor [...]
Atlassian: Research shows organizations should approach AI at the team level, not the individual level, to achieve true ROI
Presented by Atlassian Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at A [...]
