Half of enterprises have deployed an AI agent or LLM feature that passed their internal evaluations and then caused a customer-facing failure. A quarter have had it happen more than once. That figure comes from VentureBeat’s June 2026 VB Pulse survey of 157 qualified respondents at organizations with 100 or more employees. A July wave …
I have sat in a lot of rooms where an AI project died quietly. Not because the technology failed. Because someone from legal asked one question near the end: where does our data actually go? Nobody had a clean answer. The pilot was shelved, and everyone moved on. That question is now arriving earlier. Teams …
Legacy application modernization for manufacturers fails far more often than anyone in my industry likes to admit. Depending on whose research you read, somewhere between 70% and 88% of modernization programs miss their goals, blow their budgets, or get quietly abandoned. And the analysis consistently points to organizational causes like unclear ownership, scope creep, and …
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