The cloud-native, AI-powered alternative to Cisco Modeling Labs — no local VM, no 5-node cap, no Cisco-only lock-in.
Why engineers pick NetPilot over CML
Cloud-native + AI-designed in one product — 2-minute prompt-to-lab vs hours of DIY setup. Four capabilities that compound when shipped together.
Browser only. Nothing to install.
The alternative
Cisco CML: a local VM with nested virtualization, 16-32 GB RAM, and 2-4 hrs of setup — unavailable on locked-down laptops and most cloud hosts.
Describe any topology in plain English — AI designs, configures, and deploys it; SSH in to verify.
The alternative
Cisco CML: drag-and-drop nodes by hand, then type every IOS/NX-OS line yourself — and only Cisco devices are on the palette.
“Add an Arista spine, move OSPF to area 0.0.0.1” → AI updates across all devices.
The alternative
Cisco CML: edit and re-push configs device by device — and there's no Arista, Juniper, Nokia, or Palo Alto to add in the first place.
~2 minutes from prompt to working multi-vendor lab.
The alternative
Cisco CML: hours of VM + license setup, then a 5-node Free cap (20 nodes at $199/yr) that a basic lab already exceeds.
Watch NetPilot build a multi-vendor lab from a plain-English prompt — no VM, no node cap, no Cisco-only limit.
Describe it, let the agent design and configure it across vendors, and SSH into real CLIs — in about 2 minutes, no VM to stand up.
Tell NetPilot what you need in plain English — "a multi-vendor BGP lab with a Cisco core and an Arista spine" — or import existing device configs. No drag-and-drop, no node cap, no VM.
NetPilot lays out the topology, assigns addressing, and generates per-vendor configs across 9+ network OSes and growing — Nokia SR Linux, FRR, and Linux built in; Cisco, Juniper, Arista, Palo Alto, and Fortinet via BYOI — then deploys to the cloud or your on-prem environment. No nested-virtualization VM required.
Open a real device CLI over SSH, run show commands, and troubleshoot. Say "add a Juniper PE and redistribute OSPF into BGP" and the agent updates every affected device — across vendors CML can't run at all.
CML is excellent for official Cisco fidelity — but four limits push teams to a cloud, multi-vendor, AI-native alternative.
CML Free stops at 5 simultaneous nodes — a basic OSPF lab with a few routers, switches, and hosts already exceeds it. NetPilot has no node limit on any tier.
CML Personal is $199/year and still caps at 20 nodes; Enterprise costs more. NetPilot's free tier has no node cap, and multi-vendor support is included.
CML runs Cisco IOS, NX-OS, and ASAv — no Juniper, Arista, Nokia, or Palo Alto. NetPilot runs 9+ vendors in one topology (BYOI for commercial NOSes).
CML needs a VM with nested virtualization and 16–32 GB RAM — unavailable on many cloud providers and locked-down laptops. NetPilot is browser-based, zero local hardware.
From a quick Cisco OSPF check to a full EVPN fabric — describe it and the agent builds it on real multi-vendor network OSes, no 5-node cap.
Build a Cisco IOL (BYOI) OSPF or EIGRP lab with backbone + multiple areas, ABRs, and route summarization — the kind of CCNP/CCIE topology that blows past CML Free's 5-node cap on node one.
Mix a Cisco IOL core with an Arista cEOS spine and a Juniper cRPD PE (all via BYOI) in one BGP topology — multi-vendor in a single lab, which CML's Cisco-only scope can't do.
Stand up a leaf-spine VXLAN fabric on built-in Nokia SR Linux (or Arista cEOS via BYOI) with BGP EVPN — full fabrics with far more than 5 or 20 nodes, no per-node license.
Model an MPLS core with LDP, MP-BGP VPNv4, and multiple PE/CE pairs across vendors — node-heavy service-provider labs without CML's node ceiling.
Insert a Palo Alto or Fortinet firewall (via BYOI) between Cisco routing tiers and validate policy and routing together — security vendors CML doesn't run.
Lab HSRP/VRRP, STP, and EtherChannel across Cisco IOL (BYOI) and built-in SR Linux switches — describe it in plain English and the agent wires and configures every device.
Import your live Cisco configs, spin up the topology in ~2 minutes, and test a change across every affected device before you touch the real network.
Run Ansible, Nornir, or NETCONF/RESTCONF against a multi-vendor topology over SSH — a programmable lab CML's local VM makes slow to stand up.
Where the cloud + AI + multi-vendor approach differs from CML — and the one row where CML still wins (official Cisco image fidelity).
Verdict:Keep Cisco CML when your work is strictly Cisco and you need official image fidelity for CCIE-grade certification on owned hardware. Pick NetPilot for the multi-vendor, cloud, AI-built, no-node-cap work — describe the lab, SSH into real CLIs, and iterate across vendors in minutes. Many engineers run both.
Common questions from Cisco CML users evaluating NetPilot
The agent your engineers run — it designs, builds, and validates the lab from your prompt.
How the AI agent designs and deploys labs end to end.
Air-gapped, on your own local LLM — a self-hosted CML alternative.
AI-built topologies in the cloud — no VM, no node cap.
Cloud multi-vendor labs with no server to stand up.
Agent-authored YAML and configs, hosted in the cloud.
What to do when the free-tier node cap isn't enough.
How the lab tools stack up in 2026.
Honest, tier-ranked comparison of the field.
Cisco + Juniper + Arista + Nokia in one topology.
Yes — here is exactly how it works, end to end.
Why real-NOS emulation beats simulated CLI.
The full pricing ladder — free tier to enterprise, plus hardware.
Why CML-on-AWS is harder than it should be — and the alternative.
Real multi-vendor CLIs instead of simulated command output.
No VM, no node cap, no Cisco-only lock-in. Describe a multi-vendor lab in plain English and get real CLIs in minutes — free to start.