Use Cases

    One platform.
    Every Kubernetes challenge.

    From edge fleets to multi-cloud cost optimization to streamlining your dev-to-prod pipeline. See how teams use Ankra to ship faster, spend less, and sleep better.

    60%
    OpEx reduction
    100x
    Faster setup
    5 min
    Cluster import

    AI Platform Engineer

    From a prompt to production. From an incident to a fix.

    An agentic AI grounded in your cluster. It turns a prompt into a versioned Stack, ships it through GitOps, diagnoses failures from real evidence, and drafts safe fixes for review — then runs your own AI workloads too.

    Prompt-to-Stack generation, reviewed before it ships
    Cluster-aware diagnosis from logs, events, and Git
    Approval-gated, reversible remediation commits
    A production runway for GPU and model workloads
    Read the full story
    Stack
    From prompt to
    GitOps
    Every change
    AI
    Cluster-aware

    Edge Computing

    50 clusters. One dashboard.

    Warehouses, cell towers, retail stores, factory floors. Import every cluster with one Helm command. Clone stacks in seconds. Debug remotely without SSH.

    One Helm command to import any cluster
    Clone hardened stacks to new sites instantly
    AI troubleshooting without VPN or SSH
    Cascading variables per site
    Read the full story
    5 min
    Cluster import
    1 click
    Stack cloning
    0
    kubectl required

    Multi-Cloud / On-Prem

    Right workload. Right cloud. Right price.

    Keep user-facing APIs on premium cloud. Move logging, backups, and AI training to cost-effective infrastructure. Same Stacks, same GitOps, same dashboard.

    Provider-agnostic: EKS, GKE, AKS, Hetzner, bare metal
    Same Stack definition across all clouds
    Zero vendor lock-in — standard Helm + Kubernetes
    Proven 60% OpEx reduction in production
    Read the full story
    60%
    OpEx reduction
    $200k+
    Annual savings
    11x
    Cost efficiency

    Local Dev to Production

    From Minikube to prod. Same stack.

    Build on your laptop, clone to staging, promote to production. Visual Stack Builder, AI-generated manifests, and one-click environment promotion.

    Visual Stack Builder — no YAML required
    AI generates manifests from natural language
    One-click clone from dev to staging to prod
    New engineers deploy on day one
    Read the full story
    Day 1
    Engineer ships
    1 click
    Promote env
    0
    YAML required
    Real numbers

    The impact across teams

    Measured results from startups to enterprises. No asterisks.

    Import a new cluster
    2-3 days
    5 min
    Replicate to 10 sites
    2-3 weeks
    1 afternoon
    Debug a failing pod
    1-2 hours
    5 min
    Onboard new engineer
    1-2 weeks
    Day 1
    Compliance audit prep
    3 weeks
    4 hours
    Promote dev to production
    Hours of YAML
    1 click

    What powers every use case

    The same platform capabilities that make edge, multi-cloud, and dev-to-prod workflows possible.

    GitOps Built-in

    Every deploy commits to Git. ArgoCD reconciles. Rollback is a git revert.

    AI Troubleshooting

    Cmd+J on any resource. AI correlates logs, events, and deploy history.

    Visual Stack Builder

    Drag-and-drop environments. See the dependency graph, not raw YAML.

    Stack Cloning

    Clone production stacks to new clusters. Add-ons and ordering preserved.

    CLI, Terraform, API

    Ankra CLI for scripting, Terraform provider for IaC, REST API for custom integrations.

    Governance & Audit

    Full audit trail with SHA, author, timestamp. Export for SOC 2 in hours.

    Drift Detection

    Continuous reconciliation. Manual cluster changes revert to Git state.

    Real-time Monitoring

    CPU, memory, network across every cluster. Fleet-wide dashboards and alerts.

    Resource Browser

    Navigate pods, deployments, services across your fleet. Restart and scale from the browser.

    Free tier available

    Ready to ship faster?

    Import your first cluster in 5 minutes. No credit card required.

    Get Started FreeWatch Demo