Focus on Agentic Workflows for the Problems of Today—Not Just Tomorrow

Why NeuBird  is Leading the Way in Hybrid and Multi-Cloud Enterprise Agents

The excitement around AI agents is real—and deserved. But as the enterprise world races to adopt agentic workflows, it’s worth pausing to ask: Are we building for tomorrow’s ideal or today’s reality?

At NeuBird, we believe the future of agentic workflows starts with solving the challenges enterprises face right now. And the reality is: not every organization is fully cloud-native. Many are running mission-critical workloads in hybrid environments—spanning on-prem data centers, private clouds, and multiple public cloud providers.

This is where NeuBird is leading the way. While many are just starting to explore the potential of AI agents, we’ve already deployed them in complex enterprise environments. Our SRE agent, Hawkeye, isn’t confined to a single cloud or tied to a narrow slice of infrastructure. It’s designed to operate across hybrid environments—because that’s where real-world problems still live.

Cloud-Only Agents Aren’t Enough

It’s tempting to assume that everything is moving to the cloud—and to build agents that only work in that context. But for most enterprises, that’s not yet the case. Many organizations are still managing:

• On-prem data centers with strict governance and compliance requirements 
• Disaggregated Kubernetes clusters running across environments 
• Data silos that can’t be easily exposed to external services 
• Security policies that prevent broad telemetry sharing with third-party platforms 

Agents that only function in cloud-native ecosystems may work in theory—but NeuBird builds for where enterprises actually are.

Real Deployment Experience, Real Enterprise Concerns

We’ve worked closely with large enterprises to deploy Hawkeye inside their environments—sometimes inside private data centers, other times in highly restricted VPCs, and often across multiple cloud providers. Along the way, we’ve learned:

• Ease of deployment matters just as much as intelligence. An agent that’s hard to stand up or manage simply won’t get adopted. 
• Privacy and control are non-negotiable. Enterprises need to trust that their telemetry and reasoning workflows remain within their boundary of control. 
• Agents must adapt to heterogeneous stacks. It’s not enough to reason over metrics from a single cloud service. Hawkeye works across Datadog, OpenSearch, Splunk, Azure, AWS, and more—because that’s what hybrid looks like. 

Building for the Now—With an Eye on What’s Next

We’re strong believers in the future of the open agentic web. Agents will soon collaborate, cross-check each other’s reasoning, and combine strengths. But none of that matters if you can’t deploy an agent in your environment today—and trust that it will work where your problems actually live.

That’s why NeuBird is focused on agentic workflows that work in the real world—hybrid, multi-cloud, and governed. We’re proud to have been early, and we’re even more excited to keep leading the way as more enterprises join this journey.

The future of agents is coming—but at NeuBird, we’re already solving for it today.