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.
01The reality today
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.
One OpenClaw instance in production is already painful. Multiply it by every student cohort or every managed client and you get crashloops, corrupted configs, out-of-memory kills on shared servers and 3 a.m. pages. Your instructors did not sign up to babysit servers, and your margins die the day you hire an SRE team to do it.
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.
02How Molted helps
01
Each student or client gets their own OpenClaw instance that never gets stuck in a crash loop, 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.
02
4-tier self-healing handles in-place repair, clean 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. Per-agent resource limits keep one runaway student agent from ever taking down the cohort. You scale headcount with revenue, not with incidents.
03
The hardest part of a managed agent offer ships out of the box: Gmail, Slack, HubSpot, Salesforce, Notion, Stripe, GitHub and 1,500+ 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.
04
OpenClaw cold-starts in about 1.1 seconds on Molted, roughly 3.6x faster than a $3,400 MacBook Pro M3 Pro, and you pay per agent, so you never pay for hardware sitting 90% idle. Every file is natively 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.
03FAQ
Yes. Every instance is its own OpenClaw environment, with version pinned per instance and isolated scoped MCP connections, so one student's agent, credentials and tool access are separated from the next. Per-agent resource limits keep a single misbehaving agent from ever affecting the rest of your cohort.
None of the hard parts. Molted runs the operating environment: instances that never get stuck in a crash loop, 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.
Yes, and it is the part that usually blocks a managed offer. You get 1,500+ 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.
Yes. Molted deploys three ways: managed in Molted regions, on-premise on your own infrastructure and a dedicated Swiss deployment for data sovereignty. You pick the model that fits your buyers' compliance and procurement requirements without changing the agents you ship.
Pricing is per instance per day, pro-rated, with up to 30% off on annual, available on request. Because you pay per agent, 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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