Monday, April 13, 2026

Ask HN: Three Years of Cloud Ops AI – Are Managed Agents a Liability?

Revolutionizing Incident Management in Cloud Infrastructure

Three years ago, we embarked on a journey to transform the way engineers interact with their cloud infrastructure. Our product allows teams to query AWS, GCP, observability tools, and more—all in plain English.

Key Highlights:

  • Time-efficient: Teams lose 45+ minutes per incident due to constant context-switching.
  • Real Impact: Our solution is not just a side project; we have paying enterprise customers with real usage.
  • Competitive Landscape: Major players like Anthropic, AWS, and Google are introducing managed agent orchestration, prompting many enterprises to consider building in-house solutions.

As we navigate this evolving industry, I’m curious to hear from fellow AI founders:

  • How are you maintaining a defensible position?
  • Have you pivoted in response to these industry changes?

Let’s discuss! Share your insights or experiences below! 💬

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