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Managed Runtime Assurance

Managed Runtime Assurance
for AI-era software.

Managed Runtime Assurance is the accountable operation of production applications, cloud platforms and AI systems so they stay observable, secure, resilient, cost-controlled and evidence-ready. Critical Cloud delivers that outcome through Critical Support, Managed Observability, Runtime Evidence and AI Runtime Operations, powered by Datadog.

01
01: Why now

Software is easier to build. Production is harder to operate safely.

AI-assisted development, agentic workflows and faster release cycles increase the amount of software reaching production. The bottleneck is no longer only building the thing. It is keeping the runtime observable, secure, resilient, cost-controlled and evidence-ready once customers depend on it.

02
02: The definition

What Managed Runtime Assurance means

Customers are not buying a tool, a ticket queue or a traditional support wrapper. They are buying one managed outcome: production stays healthy, incidents are handled, controls are enforced and evidence is ready when customers, auditors or regulators ask for it.

03
03: The boundary

We operate the stack. You own the product.

We never touch your app, your model or your business logic. That boundary is what makes us trustworthy: we have no agenda over your product, so we can stand behind whether the operating layer is sound.

You own

  • Product idea
  • Application code
  • Model behaviour
  • Business logic
  • Customer experience
  • Product roadmap

Critical Cloud owns

  • Observability
  • Cloud runtime operations
  • Incident response
  • Security operations
  • Cost control
  • Runtime evidence
  • Runbooks and escalation
  • Human governance for AI-assisted operations
04
04: What is included

The operating layer behind mission-critical software

Managed Observability

Signal quality, alert hygiene and incident readiness, powered by Datadog and operated by us.

Signal quality, alert hygiene, dashboard ownership and incident readiness. Powered by Datadog, operated by us. For teams already running Datadog, this is delivered as Managed Datadog.

See Managed Datadog →

Runtime Operations

Cloud platform operations for AWS and Azure, covering cost control, access governance and runbooks.

Cloud platform operations for AWS and Azure. Cost control, access governance, change management and runbooks.

Incident Response

Owned incident management where engineers respond, investigate, resolve and improve.

Owned incident management with clear escalation. Engineers respond, investigate, resolve and improve.

See Critical Support →

Runtime Evidence

Incident records, access logs and assurance packs that support customer, auditor and regulatory obligations.

Incident records, access logs, change context, recovery evidence, SLO reporting and assurance packs. Supports customer, auditor and regulatory obligations.

AI Runtime Operations

Observability, governance and human accountability for AI workloads and agentic workflows in production.

Observability, governance and human accountability for AI workloads and agentic workflows in production.

See AI Runtime Operations →

Governed Automation

AI-assisted operations under human governance, where agents own the analysis and humans own the outcome.

AI-assisted operations under human governance. Agents own the analysis. Humans own the outcome.

05
05: The flagship service

Critical Support is the flagship service.

Critical Support delivers Managed Runtime Assurance today for AWS and Azure environments. The work is monthly improvement engineering: finding and fixing latent defects across reliability, security, performance, cost, automation and governance, so your platform becomes safer to run over time.

Beneath it sits 24×7 incident cover with a contractual 15-minute response for SEV-1 and SEV-2, for the cases prevention does not catch. It is more than a ticket queue: Datadog-powered observability, incident response, runbooks, escalation, security operations and evidence, run as one service.

Critical Cloud reduces mean time to resolve incidents by 40 to 60 per cent.

See Critical Support →
06
06: The substrate

Datadog is the operating substrate. Managed Runtime Assurance is the business.

Datadog provides telemetry, dashboards, traces, logs, alerts, security signals, incident workflows, cost visibility and AI observability capabilities. Critical Cloud turns those signals into an accountable operating model.

Datadog certified one managed provider globally. We are it.

Our Datadog credentials →
07
07: Runtime Evidence

Runtime Evidence turns operations into assurance.

Good operations should produce evidence, and the evidence has real names: the DPA already embedded in the MSA, the certificates, the retention position, the security questionnaire answers, the incident record an auditor asks to see. Critical Cloud helps maintain incident records, operational reports, access governance, recovery evidence, change context and SLO reporting so you can show how your runtime is controlled.

We operate and evidence the runtime controls that support your compliance obligations.

Continuous Runtime Security Validation, with Tarian Labs →
08
08: AI Runtime Operations

AI Runtime Operations extends the model.

AI workloads create new runtime questions: what happened, what did it cost, which system was involved, what data was touched, what changed and who approved the action. AI Runtime Operations brings observability, governance, cost control and human accountability to those production workflows.

Agents own the analysis. Humans own the outcome.

See AI Runtime Operations →
09
09: Who it is for

Built for the people accountable for mission-critical production.

One community, not a market segment: the people who carry production, running on Datadog or heading there. Sector matters less than shape. A fintech with a hundred engineers reads as regulated and behaves like a software company; what they share is the accountability.

  • Production is mission-critical: customers, clinicians or regulators notice when it breaks
  • The engineering function is thin relative to how much the business depends on the technology
  • Enough engineers to build the product, not enough to also carry 24×7 operations, security, cost and evidence
See industry pages →
FAQ

Common questions

What is Managed Runtime Assurance?

Managed Runtime Assurance is the accountable operation of production applications, cloud platforms and AI systems so they stay observable, secure, resilient, cost-controlled and evidence-ready.

Is Managed Runtime Assurance the same as cloud managed services?

No. Cloud managed services usually focus on infrastructure and support. Managed Runtime Assurance focuses on the operating layer behind mission-critical software: observability, incidents, controls, evidence, resilience, cost and human governance.

Does Critical Cloud take over our product?

No. Your team owns the application, model, business logic and product roadmap. Critical Cloud operates the stack around it: cloud, observability, incidents, security operations, evidence and governed automation.

How does Datadog fit into Managed Runtime Assurance?

Datadog is the operating substrate. It provides the telemetry, alerts, traces, logs, incident workflows, security signals and AI observability capabilities. Critical Cloud turns that platform into a managed operating model.

Can Managed Runtime Assurance support compliance obligations?

Critical Cloud does not make customers compliant. We operate and evidence the runtime controls that support customer, auditor and regulatory obligations.

Do we need to be AI-native to use Managed Runtime Assurance?

No. Many customers start with cloud, observability, incident or evidence problems today, then build toward AI Runtime Operations as their software and risk profile evolves.

10: How to start

Start with the problem you have today.

You do not need to be AI-native to need Managed Runtime Assurance. Start with Datadog adoption, noisy alerts, incident response, cloud operations, runtime evidence or AI workloads moving into production. The destination is the same: an operating model that keeps production trustworthy.