NeuBird AI Launches Autonomous Production Operations Agent, Expanding Beyond Incident Response

SAN FRANCISCO--(BUSINESS WIRE)--NeuBird AI today announced the launch of its autonomous production operations agent to drive a fundamental shift in how enterprises run production environments. The company introduced its next-generation engine, NeuBird AI Falcon, bringing continuous predictive intelligence across cloud, on-premises and hybrid systems. Enterprise teams can now prevent issues before they impact services, resolve incidents in minutes and continuously optimize all aspects of their production operations. Key new features include Preventive Risk Insights that surface risks proactively; an Advanced Context Map that provides a real-time view of infrastructure dependencies and health; NeuBird Desktop, which engineers can use to invoke NeuBird AI’s agent directly from a command-line interface; and a preview of NeuBird AI FalconClaw, an enterprise-grade production operations skills hub. NeuBird AI today also announced $19.3 million in new funding led by Xora Innovation.

As co-founder and CEO of NeuBird AI Gou Rao observed, “AI adoption in enterprise operations has accelerated, but existing AI solutions lack the operational context and domain expertise required to deliver reliable outcomes.” NeuBird AI addresses this challenge by grounding every decision in real-time enterprise context blended with deep domain expertise. It is designed to identify systemic risks and help mitigate issues before they escalate into outages, while operating within enterprise security, compliance and guardrails. The autonomous production operations agent maps infrastructure dependencies and correlates telemetry signals in real time. This approach addresses a key limitation of large language models, which can hallucinate or drift without the right operational context and domain expertise. The result is accurate, explainable decisions that enterprise operations teams can trust. Teams can now shift from reacting to predicting, from investigating to preventing and from managing chaos to running operations with confidence.

Rao continued, “Production issues often go undetected until they impact services. Platform, SRE and DevOps teams need the ability to anticipate problems before they happen, across organizations of all sizes. NeuBird AI enables teams to see around corners, identify risks ahead of impact, prevent incidents before they affect services and resolve incidents in minutes. We deliver an AI teammate that production teams can actually trust. This is the future of enterprise production operations.”

Alert Noise and Fragmented Tooling Continue to Impact Operational Resilience

Engineering teams have long faced a fragmented operational reality where signals are correlated manually: incidents fire in one place, telemetry lives in another and resolution requires jumping across dashboards, ticketing systems, cloud consoles and Slack threads.

According to the 2026 State of Production Reliability and AI Adoption Report, released today, 83% of organizations are using four or more tools during a live incident and most engineering teams are spending 40% of their time on incident management instead of product development. Current incident management tools are struggling to keep up with today’s increasingly complex infrastructures: 78% of organizations experienced incidents where no alert fired and 44% experienced an outage tied directly to ignored or suppressed alerts. To prevent incidents and maintain uptime, teams must find and fix systemic issues before they impact operations.

With NeuBird AI’s Production Ops Agent, Teams Prevent and Resolve IT Issues While Optimizing Operations

The NeuBird AI agent enables operations teams to resolve incidents in minutes rather than hours and surface risks before they affect service quality. It is designed to work alongside existing SRE, DevOps and IT operations workflows without requiring wholesale changes to tooling or process.

With this release, the NeuBird AI agent now supports end-to-end operations by:

• Preventing issues through the identification of systemic risks before alerts fire. As a result, alert noise can be reduced by over 78%, giving engineers more time to build with less operational toil.
• Resolving incidents in minutes with automated root cause analysis and remediation from NeuBird AI powered by the breakthrough Falcon engine, and fixes automated using the coding agents teams already use following the guardrails.
• Optimizing operations to improve efficiency and right-size capacity, delivering substantial productivity and efficiency gains that save more than 200 engineering hours per month.

“As our infrastructure scaled, so did the complexity of running production operations,” said Navdip Bhachech, SVP Engineering at Bedrock Analytics. “With a lean engineering team and no dedicated ops function, having an always-on, 24/7 production ops agent has been critical. We’re able to resolve incidents faster, reduce alert fatigue and toil and are now starting to prevent issues before they impact production.”

The latest release of NeuBird AI extends investigation into an always-on operational intelligence layer. An Advanced Context Map provides a real-time view of infrastructure dependencies, service health and blast radius so teams can better understand how failures propagate across environments. Preventive Risk Insightscontinuously analyze telemetry patterns to surface recurring risks, deployment triggers and systemic weaknesses, enabling teams to prevent issues before they impact production.

New Desktop App Lets Engineers Trigger AI-driven Fixes Directly from CLI

The company is also introducing NeuBird Desktop, which allows engineers to invoke NeuBird AI’s agent directly from command-line interface (CLI) to explore root cause, system dependencies and operational impact. With the desktop app, teams can build agentic workflows with NeuBird AI’s insights, such as triggering automated fixes in conjunction with coding agents like Claude Code and Cursor, automate runbook updates and connect remediation actions to change workflows.

FalconClaw Delivers a Curated, Enterprise-grade Production Ops Skills Hub

NeuBird AI also launched a tech preview of NeuBird AI FalconClaw, a curated, enterprise-grade production operations skills hub that is fully compatible with the OpenClaw ecosystem. It enables teams to capture and operationalize institutional knowledge and best practices as reusable, validated and compliant skills. The FalconClaw tech preview has launched with 15 skills that work natively with NeuBird AI’s toolchain.

“Operations teams have deep tribal knowledge about how their systems fail and how to fix them,” said Francois Martel, Field CTO at NeuBird AI. “FalconClaw lets them encode that knowledge into skills that NeuBird AI uses automatically. It turns every team’s hard-won expertise into a reusable, shareable asset.”

Availability

NeuBird AI Falcon is available now in the latest version of NeuBird AI. Organizations can get started at neubird.ai or sign up for a free trial.

Resources

• Download the 2026 State of Production Reliability and AI Adoption Report
• Book a demo
• Start free trial
• Register for NeuBird AI's upcoming webinar
• Follow NeuBird AI on LinkedIn

About NeuBird AI

NeuBird AI is pioneering the use of agentic AI for IT operations to address the scarcity in skilled human talent in keeping up with an increasingly complex modern technology stack. NeuBird AI simplifies complex data analysis and offers actionable insights in real time, empowering companies to innovate faster and more effectively. Visit Neubird.ai to learn more.