Tag
#context layer
2 stories taggedcontext layer.
AI Business
AI agents at companies with safety guardrails fail more often, and that is actually the point
A July 2026 survey of 101 enterprises found that companies running a governed context layer report their AI agents giving confidently wrong answers at more than twice the rate of companies that have no such layer. The reason is not that the guardrails make things worse. It is that they make failures visible for the first time.
4 min read
AI Business
57% of Enterprises Have Been Burned by a Confident AI Answer That Was Wrong. Here Is Why It Keeps Happening.
A new survey puts numbers on a problem that IT teams already know: AI agents give wrong answers with total certainty, and the root cause is not the model. It is the missing layer that tells the model what your business data actually means.
3 min read