Compare · AI SRE
NeuBird vs. Ciroos
Ciroos and NeuBird are both AI SREs that connect to your existing stack to automate incident investigation. Where Ciroos stops at reactive triage, NeuBird covers the full lifecycle: it flags drift 30 to 60 minutes before an alert fires, pinpoints root cause at 94% accuracy, and applies fixes through the approval gates you set.
Should you choose NeuBird or Ciroos?
Choose NeuBird if you want an AI SRE that goes beyond reactive triage: it warns before the alert, finds root cause in under 5 minutes at 94% accuracy, applies fixes within the approval gates you set, and runs in your VPC, on-prem, or air-gapped. Ciroos is a strong fit for ServiceNow-centric teams that want a certified ServiceNow Store app with bidirectional incident sync.
Before, during and between incidents
When does each AI SRE start working?
Ciroos starts investigating "from the first moment an incident fires," in its own words. NeuBird works to prevent incidents before they reach production: it watches service behavior against its dependencies, flags drift 30 to 60 minutes before thresholds trip, and stays active between alerts by tuning noisy alerts and catching drift after deploys.
Investigation starts
When the incident fires
Remediation insights
Engineer makes the change
Signal Intelligence
Alert noise "up to 70%" lower
NeuBirdIncident timelineDrift flagged
30 to 60 min before the alert
Root cause found
Under 5 min · 94% accuracy
Fix applied
Within your approval gates
Noisy alerts tuned
Drift after deploys caught
For illustration only. The product interface may differ.
Side by side
How do NeuBird and Ciroos compare?
Ciroos entries quote its own public pages, checked on 5 November 2026. NeuBird entries use NeuBird's published figures.
NeuBirdFlags drift and capacity bottlenecks 30 to 60 minutes before alerts fire, and surfaces blind spots such as services with no owner or no alert.
CiroosReactive only: starts investigating after an incident fires. Focuses on reducing repeat incidents over time rather than detecting drift before the alert.
NeuBirdUnder 5 minutes at 94% accuracy, across 15+ sources in parallel, with the causal chain and evidence shown.
CiroosCross-domain investigation across applications, infrastructure, cloud and network. No published root cause accuracy rate.
NeuBirdPrepares the fix or rollback with its blast radius, then waits for one-click approval or runs it within pre-approved rules, depending on the action. Autonomy is set per action on the Suggest, Recommend, Act dial, and every action is audited.
CiroosRead-only in production environments, offering remediation recommendations rather than automated execution. Write access is typically limited to ticketing sync, such as ServiceNow.
NeuBirdFixes noise at the source: between incidents it tunes the noisy alerts themselves and catches drift after deploys, so fewer pages fire.
CiroosCorrelates alerts after they fire to suppress noise through Signal Intelligence. Tuning the underlying alert thresholds and catching drift after deploys are not publicly stated.
NeuBirdKeeps every verified fix and engineer correction as institutional memory with zero telemetry storage: conclusions, never raw logs, metrics or traces.
CiroosA dynamic knowledge graph of service dependencies, configurations and behavior.
NeuBirdQueries 50+ tools in place with zero telemetry storage.
CiroosWorks without centralizing data while also ingesting raw telemetry and eBPF signals; its data retention policy is not publicly disclosed. Does not train models on customer data.
NeuBirdSaaS, your VPC, on-prem or air-gapped, deployable in under one hour.
CiroosAgents run in your Kubernetes clusters; hosting options are not publicly stated. Listed on the AWS, Microsoft, ServiceNow and Slack marketplaces.
NeuBirdSlack, Teams, Jira, ServiceNow and PagerDuty.
CiroosSlack and Teams, plus a certified ServiceNow Store app with bidirectional incident sync, which Ciroos describes as a first for an AI SRE.
NeuBirdSOC 2 Type II and HIPAA Ready.
CiroosSOC 2 Type 2, penetration tests at least twice a year, SSO and role-based access. HIPAA is not publicly stated.
NeuBirdCredit-based with unlimited alerts, and a 14-day free trial with no credit card.
CiroosPriced per investigation, with no published rate card or self-serve trial.
From root cause to fix
What happens after root cause?
Ciroos hands back remediation insights. It "requires only read-only access to customer environments," and its Kubernetes agents "do not make any state changes"; customers typically enable write access to ticketing systems a few weeks after onboarding. NeuBird prepares the fix with its blast radius, applies it after one-click approval or within the pre-approved rules for that action, and keeps the verified fix as memory.
Root cause · checkout-svc 5xx
Deploy v4.12 lowered the connection pool limit on payments-db
Remediation insights
Steps for an engineer
Ticket updated
ServiceNow, after onboarding
Knowledge graph updated
Dependencies and behavior
NeuBirdAfter root causeRoot cause · checkout-svc 5xx
Deploy v4.12 lowered the connection pool limit on payments-db
Fix staged
Roll back v4.12
Approval gate
Andrew Lee approves
Rollback applied
Within policy · audited
Saved to memory
Zero telemetry storage
For illustration only. The product interface may differ.
FAQ
Common questions
What is the difference between NeuBird and Ciroos?
Both are AI SREs that investigate production incidents across your existing tools. NeuBird also flags drift 30 to 60 minutes before alerts fire, publishes 94% root cause accuracy, applies fixes through configurable human approval gates, and deploys in SaaS, your VPC, on-prem or air-gapped. Ciroos starts when the incident fires, publishes no accuracy figure, and delivers remediation insights.
Does Ciroos prevent incidents before alerts fire?
Ciroos makes no early-warning claim: it investigates from the moment an incident fires, and markets fewer repeat incidents over time. NeuBird watches service behavior against its dependencies and flags degradation 30 to 60 minutes before thresholds trip.
Can Ciroos apply fixes in production?
Ciroos states that it requires only read-only access to customer environments and that its Kubernetes agents make no state changes; customers typically enable write access to ticketing systems such as ServiceNow after onboarding. NeuBird prepares the fix and, depending on the action, applies it after one-click approval or within pre-approved rules, with autonomy set per action on the Suggest, Recommend, Act dial.
Which is better for ServiceNow teams?
Ciroos has a certified ServiceNow Store app with bidirectional incident sync. NeuBird also works incidents inside ServiceNow and adds early warning, published accuracy and approved fixes, so the choice depends on whether ServiceNow certification or what happens before and after root cause matters more.
How do NeuBird and Ciroos handle telemetry?
NeuBird queries 50+ tools in place with zero telemetry storage and keeps only conclusions as memory. Ciroos ingests raw telemetry and eBPF signals without centralizing data; its retention period is not publicly stated, and it states that it never trains on customer data.
Sources
Ciroos claims are taken from its public pages and releases, checked on 5 November 2026, and may not reflect unpublished capabilities. NeuBird figures are NeuBird's published proof points. To correct an entry, contact us.
See it on your stack
The AI SRE that starts before the alert.
Root cause in under 5 minutes at 94% accuracy, early warning 30 to 60 minutes ahead, and fixes applied within the approval gates you set.