AI SRE Agent - by NeuBird

NeuBird delivers The Production Ops Agent (Prod Ops Agent), powered by the Agentic Reliability Center (ARC), the enterprise agent and governed reliability platform built to autonomously prevent, resolve, and operate modern cloud-native production.

Modern cloud-native production generates more telemetry than human teams can correlate. Today, 83% of enterprises run 4+ observability tools, yet engineering teams still lose 40% of their capacity to incident firefighting and 2 AM war rooms.

Existing observability platforms are built to collect and alert, not resolve. When an incident strikes, engineers become the manual correlation engine, tab-switching across dashboards and manually stitching together logs, metrics, traces, and commits across AWS, Datadog, Splunk, and GitHub while downtime erodes revenue and trust.

Meanwhile, the first wave of operational AI hit a wall. Narrow AI SRE point tools act only as reactive consumers: they wake up after an alert fires, summarize noisy logs, and forget everything once the ticket closes, doing nothing before the page or between incidents.

At the same time, uncoordinated DIY agent scripts and coding copilots have created an "Accounting Paradox": ballooning monthly LLM token bills from bots that repeatedly dump raw logs into frontier models, reason from scratch without shared institutional memory, and operate with uncontained blast radius using over-privileged API keys.

NeuBird eliminates the manual correlation bottleneck and resolves the Accounting Paradox with one unified architecture.

Instead of choosing between a turnkey operations agent and an internal agent platform, NeuBird provides two routes to value from one governed source of truth: The Production Ops Agent (Prod Ops Agent) for human engineering teams, and The Agentic Reliability Center (ARC) underneath it for platform governance and custom machine agents.

Built for SRE, DevOps, Platform, and ITOps teams, the Prod Ops Agent closes the loop across the entire production operations lifecycle:

• Prevent (Before the Page): Continuously sweeps your environment and monitors service behavior against dependencies, catching silent drift and capacity bottlenecks 30 to 60 minutes before alert thresholds trip. It flags missing SLOs and coverage gaps to stop pages before they start.

• Resolve (When Systems Break): Accelerates Incident Resolution and helps Reduce MTTR through autonomous RCA. The agent investigates 15+ telemetry sources in parallel across 50+ integrations, including AWS, Kubernetes, Datadog, Splunk, Dynatrace, PagerDuty, ServiceNow, and GitHub. It isolates the causal chain, dependency failure, or offending commit in under 5 minutes at 94% accuracy, staging verified fixes or one-click rollbacks.

• Operate (Between Incidents): Automates day-to-day operational hygiene by tuning noisy alerts, detecting documentation and runbook drift as new code ships, tracking recurring cross-service patterns, and attributing cloud and model costs back to specific teams.

Beneath the Prod Ops Agent runs the Agentic Reliability Center (ARC), an enterprise reliability substrate that connects your observability, cloud, incident, and code stack once, serving both human responders and the custom DIY agents or IDE tools (Claude Code, Cursor, Codex) your developers build and use over MCP:

• Access (Zero Telemetry Storage & ~90% Lower Token Spend): ARC queries 50+ tools in place without copying bulk logs into external vector stores or secondary lakes. By computing structured context once in place rather than dumping raw telemetry into frontier models on every prompt, ARC cuts LLM token spend by ~90%.

• Remember (Compounding Institutional Memory): Frontier models churn every 12 months, but your system map should compound forever. ARC maintains a live, versioned context graph of production inside your perimeter, recording verified root causes, fixes, and engineer corrections so neither humans nor agents ever solve the same incident twice.

• Serve (MCP Gateway & Configurable Human Approval Gates): ARC serves tailored context to human teams (Slack, Teams, PagerDuty, Console) and custom machine agents (MCP, API, SDK). It enforces configurable human approval gates along a 3-tier policy dial (Suggest, Recommend, and Act), allowing routine fixes to earn autonomous write access per environment while gating high-risk changes under an immutable audit trail.

Built for strict data sovereignty across FinTech, Healthcare (HIPAA-ready), Automotive, Retail, and SaaS, NeuBird deploys in your VPC, on-prem, or air-gapped in under an hour with zero telemetry egress.

With NeuBird, enterprises achieve <5-minute RCA at 94% accuracy, eliminate 80% of P1 war rooms, cut incident costs by 60%+, and reclaim 40% of engineering capacity.