NeuBird AI expands ops agent to VPC & air-gapped use

NeuBird AI has added support for virtual private cloud deployments and isolated, regulated environments, extending its software across all major enterprise deployment models.

Customers can now run its production operations agent on-premises, in a VPC, in the cloud, across hybrid setups and in isolated environments, including air-gapped deployments. Engineers can access the system through a web app, desktop app, terminal or alerts sent into existing communication channels.

The expansion targets a common problem for engineering teams managing live incidents across fragmented software estates. NeuBird cited its 2026 State of Production Reliability and AI Adoption Report, which found that 83% of teams switch between four or more tools during an incident.

Deployment range

NeuBird describes its software as a platform of specialised agents for production operations across cloud, on-premises and hybrid systems. The product is designed to help teams identify degradation before incidents, investigate faults in real time and manage ongoing operational tasks.

According to NeuBird, customers using the platform recover more than 200 engineering hours a month, cut incident costs by more than 60% and reduce priority-one war rooms by 80%.

Support for VPC and tightly controlled environments is likely to matter most to companies with strict security, sovereignty or compliance requirements. NeuBird said data does not leave the customer environment when the software is deployed in a VPC, and that the platform can also run in air-gapped settings.

The company added that the platform is SOC 2 Type II certified, uses a zero-storage design and operates in read-only mode by default. Agent actions run within predefined guardrails, with a human in the loop and a full audit trail, according to NeuBird.

Workflow access

Alongside the broader deployment support, NeuBird is expanding how engineers can interact with the software. Users can work through command-line access, desktop applications for Mac and Windows, a web app for administration and business metrics, and remediation steps executed through existing local tools such as AWS CLI.

The aim is to let teams use the product without replacing current tools or processes. NeuBird said the platform connects with existing technology stacks through more than 50 pre-built integrations.

"Whatever the environment or workflow, organizations need a reliable way to keep production ops up while eliminating the 2 am wakeup and allowing their engineers to refocus on their roadmap," said Gou Rao, Co-Founder and Chief Executive Officer of NeuBird AI. "NeuBird AI is delivering autonomous incident intelligence directly into existing IT, SRE and DevOps workflows so teams can resolve issues faster and prevent the next incident."

NeuBird is positioning the software as more than an alerting or dashboard product. It said its agents are intended to detect degradation 30 to 60 minutes before an incident, carry out root cause analysis in two minutes with 94% accuracy and guide teams to resolution in under three minutes.

Those figures may be hard for buyers to verify independently, but they reflect a growing market focus on reducing manual investigation and limiting the operational burden on site reliability engineering and IT operations teams. Enterprises are under pressure to manage more complex estates spanning private infrastructure, public cloud and mixed environments while keeping systems available.

Market push

NeuBird also said its software can be deployed in minutes and costs roughly 10% of alternative products, without per-log-line or ingestion fees. It did not identify the competing products used for comparison.

For buyers, the broader significance is flexibility. Many operations tools still force customers to choose between cloud convenience and local control, especially in heavily regulated sectors where data handling rules can limit where software can run and how support is delivered.

"Keeping production running can't come with conditions. It shouldn't matter whether a company runs on-prem, in the cloud, in a hybrid setup or in a tightly regulated environment, nor how an engineer prefers to work," said Venkat Ramakrishnan, President and Chief Operating Officer of NeuBird AI. "NeuBird AI's production ops agent handles the incident so when engineers do choose to engage, it meets them on whatever surface they want: the terminal, the web, the desktop or their own channels. And all the knowledge it builds stays inside the customer's own environment."