The cloud-native AI-powered alternative to ContainerLab.
Same devices you love from ContainerLab — Cisco IOL, Nokia SR Linux, Arista cEOS, FRR — cloud-hosted with AI that writes the YAML, generates per-vendor configs, and deploys in ~2 minutes. Skip the Docker host, skip the vrnetlab builds, skip the hand-written YAML. SSH into any device to verify — the agent writes the lab; CLI is always there when you want to drill in.
ContainerLab is the right deployment engine — we use it under the hood. NetPilot adds cloud-native access, AI topology design, multi-turn iteration, and 2-minute prompt-to-lab on top.
Watch NetPilot deploy a multi-vendor lab to cloud ContainerLab from a single plain-English description.
ContainerLab is powerful — but the setup and manual config eat into your productive time.
ContainerLab requires Docker, a Linux host (or WSL), and careful system configuration. NetPilot runs ContainerLab in the cloud — open your browser and start building.
Every lab starts with a YAML file defining nodes, links, and images. NetPilot's AI generates the topology from plain English — no YAML, no syntax errors.
Most vendor images require downloading, converting, and building Docker containers manually with vrnetlab. NetPilot includes 3 vendors built-in and automates the build process for 6 more — just upload the file.
ContainerLab deploys devices but doesn't configure them. You write every routing protocol, VLAN, and ACL by hand. NetPilot's AI generates complete vendor-specific configs automatically.
NetPilot uses ContainerLab under the hood — and adds AI, cloud hosting, and zero-setup deployment.
| Dimension | ContainerLab | NetPilot |
|---|---|---|
| Primary use case | DevOps/CI-CD pipelines; raw Docker-native labs | Enterprise change validation + rapid multi-vendor labs |
| Cloud-hosted / browser access | Docker + Linux host required | Browser only, any device |
| AI-designed topology + configs | YAML + CLI by hand | Plain English → complete lab |
| Multi-turn natural-language iteration | Edit YAML + redeploy + push configs manually | Conversational updates across devices |
| Time to first working lab | 20-40 min after 1-2 hrs of setup | ~2 minutes end-to-end |
| Image sourcing / licensing | vrnetlab image builds per vendor (hours) | Nokia SR Linux + FRR + Linux built-in; one-click BYOI for commercial |
| Multi-vendor in one topology | Supported — you still build each image | 9+ vendors (growing), prompt-driven, AI writes per-vendor CLI |
| Troubleshooting assistance | None | Agent diagnoses + fixes across devices |
| GUI / browser interface | CLI + YAML only (TopoViewer is view-only) | Browser UI + chat-based control |
| Automation / CI-CD integration | CLI + declarative YAML (great for CI) | REST API (enterprise), reproducible prompts |
| User-owned declarative YAML | You author and version-control every topology file | AI writes YAML; enterprise can export |
| Cost | Free + your time + your Linux host | Free tier; enterprise plan for teams |
No YAML, no Docker, no image management. Describe the lab — AI handles the rest.
"Build a multi-vendor OSPF lab with Cisco and Nokia routers" or "Create a VXLAN EVPN leaf-spine fabric" — describe it in plain English.
NetPilot's AI writes the ContainerLab YAML, assigns IP addressing, generates per-vendor device configs, and deploys — no YAML editing required.
"Flap the R2-R3 link" or "add a second leaf" — AI updates YAML and all affected device configs. No manual reconfiguration.
Same devices, same protocols, same real CLIs — now with AI and cloud.
Verdict:ContainerLab is the right tool for offline Docker-native lab infrastructure you own and script from CI. NetPilot is the 80% case — cloud-hosted ContainerLab with AI writing the YAML and configs, 2-minute deployment, zero setup.
Common questions about using NetPilot as a cloud-native AI-powered ContainerLab alternative
See the full AI-powered network emulator platform — describe any topology and deploy in minutes.
Run real network labs in your browser — no downloads, no Docker, no servers.
Tier-ranked comparison of 7 network emulators. NetPilot at Tier S.