Your own cloud and AI tooling. Zero lock-in.
Warble Cloud runs your Kubernetes, MLOps and ops agents in your own account, so the infrastructure, telemetry and models stay yours. Start with a fixed-price architecture review from $500, with Starling credits included.
AI spend is scaling faster than AI value
The bottleneck is not model quality. It is the production stack around the model: cost control, owned infrastructure, ready data, reliability, security, and the people to run it.
Four products, one stack you own
Murmuration
Fixed-price architecture advisory that ends in a written plan. From $500, with Starling credits included.
Tiers and pricing →Starling-EX
A self-hosted Kubernetes platform with SSO, an operator, a Helm chart and an MCP server, so engineers and agents get scoped, auditable access.
How it works →Warblecloud AI
Reflexion diagnoses incidents and drafts the fix in your VPC, shadow mode on by default. Army of Agents is GA after November 2026.
Reflexion and Army of Agents →FRAKMA-X
Apache-2.0 MLOps stack, GitOps workflows from data to production, and an enterprise edition deployed on your AKS or GKE cluster.
Three layers →Start small, keep everything in your account
Talk to us
A short call about your stack and your main pain: lock-in and cloud cost, ML reproducibility, or incident toil.
Murmuration
Fixed-price advice that ends in a written plan, with Starling credits so your team can start straight away.
Your platform
Starling-EX, Reflexion and FRAKMA-X run in your VPC. Shadow mode first; people approve changes.
Measure
For design partners: run Reflexion in shadow mode on one service and compare before and after.
Open source roots. Transparent status.
We are an early company and we say so. Here is exactly where each product stands.
| Product | Status |
|---|---|
| Murmuration | Tiers approved. Checkout is being set up; request an engagement by email. |
| Starling-EX | Beta tested; stable version ready. External integrations in development. |
| Reflexion | Closed beta. Shadow mode on by default. |
| Army of Agents | GA after November 2026. |
| FRAKMA-X | Apache-2.0 Community Edition. Azure (AKS) and GCP (GKE) ready; AWS in testing. |
| Warble Brain (Avirka) | Not trained yet. |
- warblecloud, LLC is a Silver Member of the Linux Foundation and the Agentic AI Foundation (AAIF). Membership is not a certification of Warble products.
- warblecloud, LLC: Delaware company formed via Stripe Atlas; engineering in India through Chirpstack LLP.
- Peachscore Cohort. SOC 2 in progress.
- Build in the open: github.com/warbletech (Starling, Heron Ops, ShrikeOps).