The managed operating environment
The managed operating environment for autonomous agents.
Molted helps AI companies run agentic AI in production: deploy, operate and scale OpenClaw-based autonomous agents with premium compute, versioned workspaces, browser automation and 1,000+ integrations, without building their own cloud, DevOps and integration stack.
fig.1 · the operating environment
[ AGENT ]
OpenClaw · autonomous
[ MOLTED ENVIRONMENT ]
compute · versioning · recovery · MCP
[ 1,000+ APPS ]
Gmail · Slack · CRM · Calendar
11K+
instances managed
99.9%
uptime track record
<18s
instance provisioning
300+
clients on molted.cloud
The shift
Most AI answers. Molted's agents operate.
From answering
to operating
Generative AI produces an answer. Agentic agents take the actions, across your tools, on their own, even where there is no API.
Agentic vs generative AI →From time saved
to a competitive advantage
Saving minutes on tasks is the baseline everyone now has. Agents that do the work outright are what competitors without them cannot match.
What is agentic AI →[ 01 ]·The problem
Don't become an infrastructure company by accident.
You want to sell autonomous agents. But production agents need compute, monitoring, browser control, integrations, recovery, credentials and support. Doing it yourself means Kubernetes, EC2/GCE, DevOps hiring, hidden cloud costs and months of build time.
ERR · headcount
DevOps you must hire
~$120k to $160k / yr
Kubernetes, networking, on-call. A whole function you never wanted to run.
ERR · hardware
Machines to buy and babysit
$3,400+ / dev machine
Capacity planning, idle hardware, hardware that still crashes.
ERR · glue
Integrations to build
months of custom dev
OAuth, tool calling, credential storage, per-app maintenance forever.
AWS and GCP give you machines.
Molted gives you agent-ready environments.
[ 02 ]·The solution
A machine is empty. An environment is ready to work.
[ EC2 t3.large ]
2 vCPU · 8 GB · Ubuntu 22.04 · ~$0.08/hr
// the rest is your problem
[ MOLTED ENVIRONMENT ]
nominalbenchmarked compute · fully managed
// ready to run, day one
[ 03 ]·Why Molted is different
Everything you would otherwise build yourself.
Everything an autonomous agent needs to actually work, managed for you. Open any line for the details.
OpenClaw runtime, managedWe keep your agents running around the clock. You never touch the infrastructure.
- Running one OpenClaw in production already gives you cold sweats; thousands on shared nodes, 24/7, is a full-time on-call job.
- Crashes, corrupted configs and runaway memory are caught and repaired automatically, with a post-mortem on every failure.
- You ship agents, we run the on-call.
Premium agent computeAgents start about 3.6x faster than on a high-end Mac, with zero hardware to manage.
- Cold-start about 1.1s, versus roughly 4s on a $3,400 MacBook Pro M3 Pro and 7s on a $700 Mac mini.
- Machines benchmarked and tuned for the workload, nothing to buy or babysit.
- You pay for agents, never for a machine sitting 90% idle.
Versioned workspacesSee and undo exactly what every agent changed, even after a delete.
- Every file is versioned automatically, with a diff between any two versions.
- Restore a known-good state in one move, even if something was deleted.
- Full traceability, built into the storage layer, not a backup bolted on.
Browser automationYour agents use any website a human can. Logins and captchas are handled.
- Most of the web has no API but it all has a browser: agents reach dashboards, portals and checkouts.
- Captchas are solved automatically and managed proxies keep agents from getting blocked.
- Sessions stay logged in across runs.
1,000+ integrationsConnect agents to Gmail, Slack, HubSpot, Notion and 1,000+ apps from day one.
- Powered by a managed integration layer, no connectors to build or maintain.
- The agent requests an app, a user approves the link, the agent acts.
- Credentials are encrypted at rest.
Email & voiceGive each agent its own mailbox and phone number.
- Agents send and receive email, and place and receive phone calls.
- SMS and 2FA handled, one mailbox and number per agent.
Self-healingCrashes recover automatically. Your customers never notice.
- A four-tier recovery system catches a crash in under 60 seconds and is back online in under 90.
- Every failure logs a post-mortem; you write zero restart logic.
The whole stack, in one managed environment.
Book a demo →[ 04 ]·Premium agent compute
Hardware selected for OpenClaw performance.
You do not need Mac minis. You need OpenClaw-optimized environments. We benchmarked the runtime across CPUs and selected the machines that start and run agents fastest. And because a single agent only uses a fraction of a premium machine, you get that performance without paying for a whole box that sits 90% idle.
~3.6x
faster OpenClaw startup
method: cold-start OpenClaw spawn, Molted premium node vs a $3,400 MacBook Pro M3 Pro (≈4s) and a $700 Mac mini (≈7s). Median of repeated internal trials.
The highest-performance environment for autonomous agents we have benchmarked.
[ 05 ]·Versioned workspaces
Every file is versioned. Every change is inspectable. Every agent action leaves a trace.
Observability and recoverability for autonomous agents. See what the agent changed, diff any revision, and restore a known-good state in one move, even after a delete. It is native to how Molted is built, not a backup bolted on, which is why no generic cloud gives you the same.
workspace
diff · config.yaml
v14 → v15
// restore any revision · point-in-time recovery
[ 06 ]·Integrations
Connect OpenClaw agents to 1,000+ apps from day one.
Available through Molted's managed MCP integration layer. The agent requests an app, the user approves a connection link, the agent can act.
Browse all integrations[ ex ]·Fleet // live
Watch the operating environment run.
Crashes, recoveries, RAM pressure, config changes: everything in a single view, updated in real time. You see which agents are struggling before anyone opens a ticket.
Fleet Overview
Updated 3s ago
Instances
480
/600
All healthy
Uptime (30d)
99.8%
↑ 0.2% vs last month
Crashes (24h)
2
Both auto-recovered
Time saved
14.2
hours
This month
Channel Distribution
Recent Events
Top skill
web-search 68%
Avg before churn
1,204 msgs / inst
Time saved
~47h auto-resolved
Usage trend
+12% this month
// illustrative dashboard, not live customer data
[ 07 ]·Reliability
Not a restart button. A 4-tier recovery system.
Each instance runs a dedicated daemon monitoring process state, RAM, disk, health endpoints and file integrity every few seconds. When something breaks, the system escalates through four recovery tiers automatically.
Without Molted
With Molted
T1
In-pod restart
Exponential backoff (2s, 5s, 15s). Runs openclaw doctor on repeated crashes to auto-fix corrupted configs.
T2
Pod recreation
Fresh container, same zone for data locality. Networking and storage rebuilt from scratch.
T3
Known-good restore
Rolls back to the last working config snapshot from versioned storage history. Multi-file atomic restore.
T4
Critical alert
All automated recovery exhausted. Escalated with full post-mortem and diagnostic logs.
Deep process monitoring
Health endpoint polling, PID tracking, memory per process, uptime, restart count, version detection.
Node-level protection
RAM monitoring every 2s, priority-based throttling, intelligent stopping before a node crashes.
File sync & versioning
Storage sync with priority lanes, config versioning with point-in-time restore, inotify change tracking.
Zombie & stale detection
Stalled instances, orphaned pods, missing heartbeats: detected and resolved without manual work.
[ 08 ]·Build vs Buy
Your bottleneck is not Kubernetes. It is convincing the market.
[ 09 ]·Who it is for
Built for the people shipping autonomous agents.
[ 10 ]·API // lifecycle
One API. Complete lifecycle.
Create, configure, start, stop, monitor and execute commands on any instance. Stream logs and events in real time, through a single REST API.
Three auth modes: API keys for your backend, instance tokens for your end-user frontend, user accounts for your team dashboard.
[ 11 ]·Infrastructure
Distributed. Isolated. Resilient.
multi
Multi-provider
Risk diversification
Distributed across multiple providers and regions. One goes down, the rest keep running.
fra · iad · sin
EU, US & Asia
GDPR compliant
Three regions, your choice. EU data stays in the EU, with full data-residency compliance.
isolated
Full isolation
Per-instance security
Each instance is isolated with its own resources, storage and network policies. No tenant leakage.
ha
HA by default
No single point of failure
Redundant control plane, replicated database, distributed file storage with versioning.
[ 12 ]·Pricing & SLA
Three deployment models. Pay per instance, per day.
Billing is per instance, per day and pro-rated: spin agents up and down freely and only pay for what actually runs. Pricing on request, with up to 30% off on an annual commitment.
Managed
We host. You ship.
Instances run on our clusters. Full API access, auto-recovery, crash detection and health reporting, all managed.
On-Premise Cluster
Your machines. Our software.
The full Molted stack on your infrastructure. Same self-healing, same dashboard, same API. Data never leaves your network.
Swiss Cluster
Maximum data sovereignty.
Dedicated infrastructure in Switzerland. Strictest privacy laws in Europe, outside EU jurisdiction.
Service level agreement
Managed
99.5%
10% MRR credit if breached
On-Premise Cluster
99.9%
15% MRR credit if breached
Swiss Cluster
99.9%
15% MRR credit if breached
We follow the AWS EC2 model: we guarantee the infrastructure (pod running, network reachable, API available), not the application inside.
Government & Public Sector
Looking for a sovereign agent environment?
On-premise deployment, air-gapped clusters, full audit trails and data sovereignty by design. Built for agencies that cannot compromise on compliance.
[ 13 ]·The rest of the environment
Today OpenClaw. Tomorrow, any agent runtime.
Molted runs OpenClaw in production today, and the platform is runtime-agnostic by design. Agents also need more than compute, so we are shipping the rest of the operating environment.
Agent runtimes
OpenClaw
LiveIn production today. The runtime Molted is built around.
Hermes Agent
On requestHermes-based agents, supported on request.
Claude Code
On requestClaude Code as a managed runtime, on request.
Your runtime
On requestCustom or in-house? We build support with you.
Need a runtime we do not support yet? Tell us, and we ship it with you, typically in days, then it is managed like everything else.
On the roadmap
Dedicated compute
Full cluster access per agent: run containers, deploy services, manage storage.
Payment rails
Let agents handle transactions, with payment processing built for autonomous workflows.
Extensible stack · on request
[ 14 ]·Questions
Everything, answered.
Q.01
What is Molted?
Molted is the managed operating environment for autonomous agents. It lets AI companies deploy, operate and scale OpenClaw-based agents with premium compute, versioned workspaces, browser automation and 1,000+ integrations, without building their own cloud, DevOps and integration stack.
Q.02
Is Molted an OpenClaw hosting provider?
Molted hosts and manages OpenClaw, but it is more than hosting. It is a full operating environment with monitoring, automatic recovery, versioned workspaces, browser automation and 1,000+ app integrations built around the OpenClaw runtime.
Q.03
Who is Molted for?
AI agencies, agent platform builders, AI-native companies, teams moving from basic assistants to autonomous agents, companies giving an agent to every employee, and OpenClaw consultants who want to productize their deployments.
Q.04
How is Molted different from AWS or GCP?
AWS and GCP give you generic machines. Molted gives you agent-ready environments: the OpenClaw runtime, compute selected for the workload, monitoring, recovery, versioning, browser automation and integrations are packaged and managed for you.
Q.05
How is Molted different from a VPS?
A VPS is an empty server you have to configure and operate. Molted is a managed environment that keeps each agent healthy, observable and recoverable, with a four-tier automatic recovery system.
Q.06
Can Molted connect OpenClaw agents to business apps?
Yes. Molted connects agents to 1,000+ apps such as Gmail, Slack, HubSpot, Salesforce, Notion and Google Workspace from day one, through a managed MCP integration layer.
Q.07
Does Molted support MCP?
Yes. Molted exposes a managed MCP integration layer and supports MCP extensions, so agents can call tools and connect to external applications.
Q.08
Does Molted support browser automation?
Yes. Browser automation for agents is part of the environment, with browser gateways and a CDP proxy available to strategic customers.
Q.09
Can AI agencies use Molted to deploy agents for clients?
Yes. Agencies use Molted to deploy client-ready autonomous agents without building their own infrastructure, with per-instance isolation, white-label operation and an API to manage every client.
Q.10
Should I use Molted instead of building Kubernetes infrastructure?
If your goal is to ship and scale autonomous agents rather than to run infrastructure, Molted removes the months of Kubernetes, cloud and DevOps work, and the ongoing on-call burden, needed to operate agents reliably.
Q.11
Does Molted provide versioned workspaces?
Yes. Every file in an agent workspace is versioned and inspectable, with diff and point-in-time restore, so you can see and undo exactly what an agent changed.
Q.12
Can Molted help me scale autonomous agents?
Yes. Molted runs thousands of instances in production with smart over-provisioning, real-time monitoring and automatic recovery, designed for multi-client operation at scale.
Stop building infrastructure by accident.
Get your API credentials, a dashboard for your team and direct access to our engineers. We typically onboard new partners within days. Not ready to commit? Start with a pilot on 50 instances, free setup, on your infrastructure or ours.