An operations layer, and a platform
Komodor now calls itself the Agentic Operations Platform, launched on 16 September 2026. It ships ready-made workflows for AI SRE, cost optimisation and software operations, built from more than 50 specialist agents, which combine skills, integrations and MCP connections. Its AI SRE, Klaudia, correlates events, logs and change history across clusters. Teams can also turn their own runbooks and scripts into governed agents, import agents built elsewhere, or write new ones with Komodor’s SDK. Agents run on Komodor Cloud or self-hosted, with the model of your choice.
Ankra sits in a different place. Komodor works on top of the clusters and delivery tools you already have. Ankra is the platform that creates the clusters and delivers what runs on them, so its AI acts through the same system.
Owning the delivery path
Komodor has no build or deploy engine of its own. It connects to Argo CD to sync and roll back, its Helm view can upgrade, downgrade and roll back charts on a cluster you already run, and its software operations module judges deploys and watches CI health. Building the cluster and shipping your code happen in other tools.
Ankra builds that path into the product.
- it builds kubeadm or k3s clusters on Hetzner, OVHcloud, UpCloud, DigitalOcean, AWS EC2 and Proxmox VE, and creates EKS, GKE, AKS, DOKS, OVHcloud MKS and UpCloud UKS
- stacks install Helm add-ons and manifests in dependency order, and stack profiles carry them across environments
- Applications and Ankra Pipelines build, test and scan your code in your cluster and publish only the image that passed the gate, and a merge train on GitHub tests each pull request as the commit it will merge
- backups, upgrades, node autoscaling and rolling OS security patching run from the same place
Because Ankra installed the add-on, it knows its chart version, its values and every stack that depends on it. A fix lands as a change to that stack, which by default a person approves, and with a Git repository connected it is committed to your repository.
How each AI handles an incident
Komodor’s remediation has careful guardrails. One-click actions show the exact command first, respect your access rules and cover restarts, scaling, rollbacks, limit, probe and image edits, job reruns, node cordons and Helm reverts. Admins set self-healing policies per cluster with an allow-list of actions, and every action is audited. Komodor’s remediation overview labels both fully automated self-healing and Git pull-request generation as beta. When Klaudia opens a fix pull request, it never merges it. Klaudia also works in Slack and through an MCP server, both in beta, and Klaudia Memory learns from your team’s past resolutions.
Ankra’s AI Insights analyses each firing alert and proposes a root cause and a fix, and it can also run scheduled health scans, which are off by default. The AI reads logs, events, manifests, stack history, Git and pipeline runs. Ankra’s own AI asks before every write by default, and autonomy controls let you allow more, including alert remediation rules that run automatically. Admins can pause autonomous actions or stop all AI at any time. Ankra’s MCP server gives your own MCP clients more than 500 tools; its writes are audited, and your MCP client decides how it confirms them.
Ankra’s AI also works before production. The AI Gateway reviews pull requests on GitHub, GitLab and Bitbucket Cloud, and Ankra AI fixes a failing pull request on its own branch, including merge conflicts and failed tests. It can draft a new stack from a description, and the AI board runs tickets with peer review and human approval.
Komodor’s own 2026 survey of 1,000 engineering leaders found that 75.7% still restrict autonomous operations, for example to read-only tasks or changes a person approves. Both products are built for that.
Cost and security
Komodor’s cost work applies itself. Its cost module right-sizes workloads with policies and places pods so autoscalers can remove idle nodes, and it extends to AWS spend, unread observability data and AI model costs. If automatic right-sizing is the goal, Komodor is ahead. Its pricing page lists SOC 2 Type II and GDPR compliance among its plan features.
Ankra’s Cloud Cost estimates spend from list prices per namespace, stack, project and application, and reprices a cluster on every provider Ankra can build on. Budgets and the cost autopilot work through the CLI, API and AI; their portal screen is in closed beta, and the autopilot leaves every change to a person by default. Its Security Center ranks running-workload vulnerabilities by CISA’s Known Exploited Vulnerabilities catalogue and FIRST’s EPSS scores, with optional SBOMs and compliance evidence. Ankra’s security and compliance material is on its trust page.
When to choose Ankra, and when to choose Komodor
Choose Ankra when you want one product to create the clusters, ship your applications and add-ons, and operate them, with an AI that works through the same platform.
Choose Komodor when
- you already run a delivery platform you are happy with and want an AI operations layer on top
- you want automatic remediation and workload right-sizing across a large existing estate
- you want to build, evaluate and govern your own operations agents on a vendor backbone
- you need a vendor that states SOC 2 Type II compliance today
Compare the work that remains
- Create the foundation. Record which tools create clusters and install add-ons.
- Ship a release. Include tests, scans and a rollback.
- Handle an incident. Note who finds the cause, who applies the fix and whether it reaches Git.
- Upgrade an add-on. Note how dependencies are checked and how a failed upgrade is undone.
- Compare total cost. Include every tool in the path, AI usage and the people who connect them. Komodor’s pricing is custom, with a 14-day trial. Ankra’s Free tier includes 30 worker vCPU; beyond that the Startup plan charges €0.01 per worker vCPU-hour, about €7.20 a month, and your provider bills the servers.
Reviewed 9 November 2026 against Komodor’s documentation and pricing. Product scope and plans can change.