FinOps
Aligns technology spend with financial governance, workload strategy, and cost control.
DataOps
Builds governed data pipelines that make analytics, automation, and AI reliable.
DevOps
Standardizes deployment, environments, automation, observability, and release control.
MLOps
Operationalizes on-prem AI with monitoring, evaluation, model serving, and lifecycle control.
SecOps
Embeds security, compliance, identity, evidence, and threat detection across systems.
The Planes Do Not Operate in Isolation
Cost decisions affect infrastructure. Infrastructure affects deployment. Deployment affects security. Security affects automation. Data quality affects AI reliability. The DX Map makes these dependencies visible before execution begins.
Map the control surfaces before scaling the system.
The Snapshot measures how the five planes hold in your enterprise today: where control is enforced, where it drifts, and what the drift costs. Every Path to Ownership begins there.