The cloud-native, AI-powered alternative to Cisco Modeling Labs — no local VM, no 5-node cap, no Cisco-only lock-in.
Watch NetPilot build a multi-vendor lab from a plain-English prompt — no VM, no node cap, no Cisco-only limit.
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.
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 14+ network OSes and growing (Nokia SR Linux, FRR, and Linux built in, plus Cisco, Juniper, Arista, Palo Alto, Fortinet, Aruba, Dell, and SONiC 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, with no Juniper, Arista, Nokia, or Palo Alto. NetPilot runs 14+ network OSes 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.