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.
| Capability | Legacy stack | OpsDevAI |
|---|---|---|
| Mean time to recovery | 27 min (on-call paged) | 0.8 sec (autonomous) |
| Deploy regression rate | 4.2% rolled back | 0.3% (AI pre-screened) |
| Idle compute spend | ~45% over-provisioned | ~7% (predictive) |
| Onboarding a new service | 2–5 days of YAML | 90 seconds via CLI |
| Compliance audit prep | 6–8 weeks | Evidence 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 →