NeuBird AI vs Resolve AI

Evaluating Resolve AI? Here's What a True Production Ops Agent Should Deliver

Resolve AI puts agents on call and investigates alongside your engineers, with read-only access and a human approving every action. NeuBird AI covers the full spectrum of Production Operations: it prevents, resolves, and operates your production environment, and runs however you deploy, from SaaS to private VPC, on-prem, hybrid, or fully air-gapped.

Ask these questions during evaluation

Can it write to production, or does every fix wait on a human?

Does prevention ship built in, or must your team author each scheduled workflow?

Can it deploy in your VPC, on-prem, or fully air-gapped?

Is pricing transparent, or quote-only and scaled to your alert volume?

Head-to-Head Comparison

Resolve AI reads production. NeuBird AI operates it.

Resolve AI has moved well beyond investigation: it takes on-call, co-works incidents, and automates operational workflows with background agents. The boundary that has not moved is action. Its access is read-only by design, and engineers approve and execute the fix. Here is where that difference shows up.

CapabilityResolve AINeuBird AI
Scope of operationsThree surfaces: on-call triage, incident investigation alongside engineers, and background agents that run operational workflows on a schedule or trigger.The full spectrum, as one agent: prevents, resolves, and operates your production environment.
Operating postureAlert-triggered for on-call and incidents. Background agents do run on a schedule, but they execute the operational workflows your team defines and maintains.Proactive and reactive. Prevention sweeps ship built in, inspect every service every 6 hours, and catch degradation 30 to 60 minutes before it pages, with no workflow authoring required.
Write accessRead-only by design. Their security page states "No write access: your data remains unchanged," and their pricing page describes engineers approving action.Executes remediation through your existing tools, or guides your team, with human-in-the-loop guardrails on consequential actions and a full audit trail.
Build vs buyShips MCP, API, and Skills so your team can build its own agents and encode tribal knowledge. Capable, and your team owns the authoring and upkeep.Arrives knowing how to investigate and operate production across 50+ tools. Prevention sweeps, evidence chains, and guardrails are built in, not assembled by your team.
DeploymentSaaS plus a customer-deployed "satellite" gateway for scoped data access. SOC 2 Type II, GDPR, and HIPAA. No on-prem, air-gapped, or FedRAMP option stated.SaaS, private VPC, on-prem, hybrid, or fully air-gapped, with the same security posture in every model.
PricingQuote-only annual contracts, scoped by production workload, alert volume, and investigation requirements.Transparent, outcome-based pricing. No per-seat or data-ingestion fees, and alert volume is never billed.
Context modelConnects code, infrastructure, telemetry, incident management, and CI/CD, with per-customer model fine-tuning and no cross-customer training.Unified full-stack context across metrics, logs, traces, events, config, and deploys. 50+ tools, one investigation.
Where engineers workAgents join on-call rotations and co-work with engineers in incident channels, directed and approved by humans.Slack, the terminal, your IDE (Cursor, VS Code), and any MCP client, with a web dashboard for centralized viewing.

Resolve AI details reflect the company's public product, security, and pricing pages as reviewed in August 2026, including its background agents, its stated read-only access model, and its satellite gateway. Positioning changes often, so confirm current capabilities with Resolve AI during your evaluation.

Core Capabilities

The full spectrum of Production Operations.

An autonomous investigator waits for an alert, then digs in. NeuBird AI works the whole loop: it prevents incidents on a schedule, resolves the ones that get through, and keeps operating your environment between them.

Prevent

Scheduled sweeps every six hours catch config drift, silent failures, and slow degradation 30 to 60 minutes before they page.

~1 in 5 incidents never happen

Where Resolve AI focuses

Resolve

Autonomous investigation and root cause with a verifiable evidence chain, then remediation with human-in-the-loop guardrails.

Root cause in 2 to 5 min at 94%

Operate

Between incidents it keeps right-sizing cost, capturing every fix, and getting sharper on your environment.

200+ eng hours recovered / month

Every Signal, One Investigation

NeuBird AI unifies your full production stack into one context layer and reasons across all of it, rather than working from one tool's slice of data.

Logs
Metrics
Traces
Events
Config drift
Deploys

Connects to the Tools You Already Run

No rip and replace. NeuBird AI connects to 50+ tools and works in Slack, your IDE (Cursor, VS Code), the terminal, and any MCP client, with a web dashboard for centralized viewing.

Datadog
PagerDuty
Slack
ServiceNow
Splunk
Grafana
Prometheus
GitHub
Kubernetes
OpenTelemetry
Dynatrace
Jira

Outcomes in Production

Measurable reliability. From day one.

Teams that deploy NeuBird AI cut MTTR, silence alert noise, and win back engineering hours, because the agent prevents incidents upstream instead of only investigating them after the fact.

Up to 92%

Reduction in MTTR

Root cause identified in 2 to 5 minutes at 94% accuracy, verified in production environments like DeepHealth.

~90%

Less alert noise

Conditions are handled upstream, so pages that never needed a human never fire.

200+

Eng hours recovered monthly

Reclaimed from manual investigation and toil, redirected to roadmap work.

Runs Where You Run

Resolve AI runs as SaaS with a customer-deployed gateway. NeuBird AI meets stricter requirements with the same security posture in every model, from fully managed SaaS to an install that never leaves your network.

SaaS
Private VPC
On-prem
Hybrid
Air-gapped
SOC 2 Type II certified
Read-only, with zero data retention
SSO / SAML and RBAC
Full audit trail, human in the loop

Evaluator tip: During your trial, test more than a live incident. Ask each tool to surface a problem you did not alert on. Proactive detection is where a Production Ops Agent separates from an autonomous investigator.

Honest Fit Assessment

Resolve AI is the right call for some teams.

Every comparison page claims to win every row, which is why nobody believes them. Resolve AI is a serious product with serious customers. Here is the split as we actually see it in evaluations, so you can place yourself on one side or the other before you spend a quarter on a trial.

Choose Resolve AI if

  • Read-only is a policy requirement: every production change must be made by a human.
  • Your platform team has capacity to author and maintain its own agents and skills.
  • On-call triage and co-working incidents are the workflows that hurt most today.
  • SaaS with a scoped satellite gateway clears your security review.

Choose NeuBird AI if

  • You want the agent to execute the fix with guardrails and an audit trail, not hand back a recommendation at 3am.
  • Prevention has to work on day one, without your team writing scheduled workflows first.
  • You need the product running inside your own perimeter: on-prem, hybrid, or fully air-gapped.
  • You want pricing you can model, where a noisy quarter does not cost more than a quiet one.

FAQ

NeuBird AI vs Resolve AI, answered

What is the difference between NeuBird AI and Resolve AI?

Resolve AI puts AI agents on call: they triage alerts, investigate incidents alongside engineers, and run operational workflows your team defines, all with read-only access and a human approving action. NeuBird AI covers the full spectrum of Production Operations: it prevents incidents with built-in sweeps every six hours, resolves and remediates through the tools that already run your environment with guardrails on consequential actions, and keeps operating between incidents. It deploys as SaaS, private VPC, on-prem, hybrid, or fully air-gapped.

Does Resolve AI prevent incidents or only investigate them?

Resolve AI does both, with a caveat worth understanding. Its on-call and incident agents are alert-triggered, and its background agents run proactively on a schedule or trigger. Those background agents execute the operational workflows your team defines, so the coverage you get is the coverage you thought to write and keep current. NeuBird AI ships prevention as a built-in behavior: it inspects every service every six hours whether or not anything fired, catching config drift and slow degradation 30 to 60 minutes before they page an engineer, without anyone authoring a workflow first.

Can Resolve AI deploy on-premises or air-gapped?

Resolve AI runs as SaaS with a customer-deployed "satellite" gateway that scopes and proxies data access, and it holds SOC 2 Type II, GDPR, and HIPAA. What it does not publicly offer is on-prem, fully air-gapped, or FedRAMP-region deployment: the satellite is an access gateway, not a way to run the product inside your perimeter. NeuBird AI deploys as SaaS, in your private VPC, on-prem, hybrid, or fully air-gapped, with the same security posture in every model, so regulated and classified environments get the same agent as everyone else.

How does NeuBird AI pricing compare to Resolve AI?

Resolve AI prices custom annual contracts, quote-only through sales, scoped by production workload, alert volume, and investigation requirements. Pricing that scales with alert volume means the noisiest quarter is also the most expensive one. NeuBird AI uses transparent, outcome-based pricing with no per-seat or data-ingestion fees, and alert volume is never billed, so your cost tracks the value delivered rather than the size of your team or your telemetry.

Can I just build what I need with Resolve AI Skills and MCP?

You can build a great deal. Resolve AI exposes MCP, an API, and Skills so your team can create its own agents and encode tribal knowledge, and for teams with platform engineers to spare that is real leverage. It is also a different purchase: your team scopes each agent, writes the instructions, wires the tools, and owns the evaluation and upkeep, which is the same engineering time the agent was meant to give back. NeuBird AI arrives already knowing how to investigate and operate production across 50+ tools, so the comparison is closer to build versus buy than feature versus feature.

Can Resolve AI remediate production autonomously?

Not as of August 2026. Resolve AI states "No write access: your data remains unchanged" on its security page, and its pricing page describes engineers directing agents and approving action, so the agent investigates and recommends while a human executes. That is a deliberate and defensible design choice, and for some teams it is the right one. NeuBird AI executes remediation through the tools you already run, with human-in-the-loop guardrails on consequential actions and a full audit trail, so the fix does not wait on someone reading a recommendation at 3am.

Last reviewed August 2026 against Resolve AI's public product and security pages

See the Difference for Yourself

Stop investigating incidents. Start preventing them.

Book a demo and watch NeuBird AI surface a problem before it pages you, then resolve one end to end.