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Built for engineers who refuse to babysit infrastructure.

Every capability below ships in v1.0 Cluster. No feature flags, no waitlist, no upsell tier hiding the good parts.

Core capabilities

MUMIT AI Core

Autonomous ML orchestration engine that learns your workloads and pre-warms capacity before traffic spikes.

  • Online reinforcement learning
  • Per-workload policies
  • Drift-aware retraining

AI-Screened CI/CD

Predictive pipelines block regressions before merge using historical deploy telemetry and code-graph analysis.

  • Blast-radius scoring
  • Auto rollback in <800ms
  • PR-level risk reports

Self-Healing Clusters

Sub-second fault recovery across regions. Drains, reroutes, and re-balances without paging an on-call.

  • Region-aware failover
  • Quorum-safe drains
  • Post-mortem auto-draft

Zero-Trust Security

Military-grade isolation with per-workload mTLS, hardware-backed attestation, and signed supply-chain.

  • SPIFFE identities
  • TPM attestation
  • SLSA-3 provenance

Predictive Autoscaling

Capacity planned by Bayesian forecast, not reactive HPA — 38% lower idle cost on average.

  • 7-day horizon forecast
  • Seasonality detection
  • Spot-aware bidding

Live Sandbox CLI

Spin a throwaway deploy from your browser, share a URL, tear it down. No local Docker required.

  • Ephemeral preview URLs
  • Real cluster slice
  • Cost-capped by default

Platform essentials

The infrastructure-grade primitives that come standard with every cluster.

Real-time Observability

Unified traces, metrics, and logs at 1-second resolution across every plane — without an agent install.

Stateful Workload Engine

First-class Postgres, Redis, Kafka primitives with point-in-time snapshots and cross-region failover.

120+ Edge Regions

Anycast TLS 1.3 + QUIC at the edge. Median TTFB of 14ms globally without per-region config.

Compliance Out of the Box

SOC 2 Type II, ISO 27001, HIPAA, GDPR, and FedRAMP Moderate baselines with one-click evidence export.

GitOps Native

Every change is a signed commit. Reconciliation loops apply state continuously with audit-grade history.

Cost Intelligence

Per-request, per-team, per-feature cost attribution. Anomaly alerts before your bill arrives.

Smart Paging

AI triages alerts, dedupes noise, and only wakes humans when the model lacks confidence to act.

Multi-Tenant by Design

Hard isolation between tenants without orchestration overhead — runs the same on 1 or 10,000 namespaces.

Legacy cloud vs. OpsDevAI

Benchmarked against median data from 240 production deployments migrated in 2025.

CapabilityLegacy stackOpsDevAI
Mean time to recovery27 min (on-call paged)0.8 sec (autonomous)
Deploy regression rate4.2% rolled back0.3% (AI pre-screened)
Idle compute spend~45% over-provisioned~7% (predictive)
Onboarding a new service2–5 days of YAML90 seconds via CLI
Compliance audit prep6–8 weeksEvidence exported in 1 click

Ready to retire your on-call rotation?

Spin a sandbox in 90 seconds. No credit card. No setup call.

See pricing →