Who it is for·AI training companies productizing their courses into managed agent offers
The managed operating environment that turns your curriculum into deployed, self-healing autonomous agents, one per student or per client, without you building cloud, DevOps and integrations.
Your students proved the agent works in a notebook. Now your buyers want it running for real, on their email, their CRM, their browser, 24/7. The moment you say yes, you stop being a training company and start being an on-call platform team. Molted runs the OpenClaw environment under your brand so the product you ship is the agent, not a pile of infrastructure you never wanted to own.
Your course graduates a prototype, your buyers want a product
The lab works once on a laptop. The instant a client asks for an agent that actually runs against their inbox and dashboards every day, you inherit hosting, secrets, uptime and support tickets. That is a cloud company, and it is not the one you set out to build.
Running OpenClaw in production is a 24/7 on-call nightmare
One OpenClaw instance in production is already painful. Multiply it by every student cohort or every managed client and you get crashloops, corrupted configs, OOM kills on shared nodes and 3 a.m. pages. Your instructors did not sign up to babysit pods, and your margins die the day you hire an SRE team to do it.
Integrations and browser access are the real curriculum, and the real bottleneck
The value your students want to sell is an agent that logs into Gmail, Slack, HubSpot, a checkout, an internal portal, and just does the work. Building OAuth flows, rotating proxies, captcha handling and credential storage for each app is months of platform work that has nothing to do with teaching, and it blocks every deal.
Ship the agent, we run the operating environment
Each student or client gets their own OpenClaw instance on bare pods that never crashloop, with a daemon that survives even OpenClaw dying and openclaw doctor auto-repairing corrupted configs. Versions are pinned per instance, so the agent your course produced behaves identically in week one and month twelve. Your team teaches and sells, Molted keeps it alive.
Self-healing that means you are not the on-call team
4-tier self-healing handles in-pod restart, pod recreation, known-good restore and critical alert. Crashes are caught in under 60 seconds and back online in under 90, with a full post-mortem on every failure. A RAM semaphore kills by priority before a shared node OOMs, so one runaway student agent never takes down the cohort. You scale headcount with revenue, not with incidents.
1,000+ integrations and browser automation, ready on day one
The hardest part of a managed agent offer ships out of the box: Gmail, Slack, HubSpot, Salesforce, Notion, Stripe, GitHub and 1,000+ more apps via a managed MCP layer, where the agent self-discovers tools and the user approves a link. Browser automation solves captchas, rotates geo-aware proxies and keeps persistent logged-in profiles, so agents reach any dashboard, portal or checkout. Credentials are AES-256-GCM encrypted at rest.
Premium agent compute and versioned filesystem behind every student
OpenClaw cold-starts in about 1.1 seconds on a Molted premium node, roughly 3.6x faster than a $3,400 MacBook Pro M3 Pro, and a single agent uses a fraction of a premium box, so you never pay for hardware sitting 90% idle. Every file is natively S3-versioned with file-level diff and point-in-time restore that hot-reloads the running instance, so a student can roll back a broken agent even after a delete instead of opening a support ticket with you.
FAQ
Q.01
Yes. Every instance is its own OpenClaw environment on a bare pod, with version pinned per instance and isolated scoped MCP connections, so one student's agent, credentials and tool access are separated from the next. A RAM semaphore kills by priority before a shared node OOMs, so a single misbehaving agent never affects the rest of your cohort.
Q.02
None of the hard parts. Molted runs the operating environment: bare pods that never crashloop, a daemon that survives OpenClaw dying, openclaw doctor auto-repairing configs, and 4-tier self-healing that catches crashes in under 60 seconds and restores in under 90. AWS and GCP give you machines and leave the agent reliability to you. Molted gives you agent-ready environments so your team stays focused on curriculum and sales.
Q.03
Yes, and it is the part that usually blocks a managed offer. You get 1,000+ app integrations (Gmail, Slack, HubSpot, Salesforce, Notion, Stripe, GitHub and more) through a managed MCP layer where agents self-discover tools and trigger OAuth after a user approves the link, plus browser automation with automatic captcha solving, managed rotating geo-aware proxies and persistent logged-in profiles. Each agent can also have a dedicated mailbox and phone number for email, calls, SMS and 2FA.
Q.04
Yes. Molted deploys three ways: Managed on Molted clusters, On-Premise on your own cluster, and a Swiss cluster for data sovereignty. You pick the model that fits your buyers' compliance and procurement requirements without changing the agents you ship.
Q.05
Pricing is per instance per day, pro-rated, with up to 30% off on annual, available on request. Because a single agent uses only a fraction of a premium node, you are not paying for machines sitting 90% idle, which keeps the unit economics of a per-student or per-client offer workable as you grow. There is a pricing calculator at /pricing-calculator.
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