A hosted CVAT alternative with SAM3 and built-in training
CVAT-grade annotation without running the servers: SAM3 point, box, and text prompts, managed training, and inference endpoints. Free to start with monthly compute, no card.
Pictograph vs CVAT
Where the two differ for a team that wants to annotate, train, and ship without managing servers.
| Feature | Pictograph | CVAT |
|---|---|---|
| Hosted, managed GPUs | Self-host | |
| SAM3 point, box, and text prompts | – | |
| Built-in model training | – | |
| Inference deployments | – | |
| Visual and content search | – | |
| Agent tool registry | 37 tools | – |
| Multi-format export | ||
| Open source, self-hostable | – | |
| Free tier with hosted compute | Self-host |
Where Pictograph fits
Teams who want CVAT-grade annotation without standing up infrastructure. SAM3 drafts labels from a point, a box, or a phrase, you review them, and training and inference endpoints run on managed GPUs in the same place. A CLI and a typed SDK let a coding agent run the jobs.
Where CVAT leads
CVAT is open source, so you can run it free on your own hardware, keep data inside your network, and audit or change the source. If that control is a hard requirement, CVAT is the stronger fit.
Coming from CVAT? Export your labels to COCO or Pascal VOC, upload the images, and import the labels, then review and train.
How the pricing compares
Publicly listed prices, as of 2026.
| Feature | Pictograph | CVAT |
|---|---|---|
| Self-host (software) | n/a (fully managed) | Free, open source |
| Hosted entry price | $29 / mo (Core) | $33 / mo (Solo, 2026) |
| What a plan includes | Annotate + train + deploy + GPU | Annotation seats |
| Infrastructure to run | None (managed) | You host + maintain (self-host) |
| Free tier includes GPU compute | – |
CVAT.ai’s hosted plans cover annotation seats (Team is around $66/month for two), not training or deployment. Self-hosted CVAT is free software, but the servers, upgrades, and storage are yours to run.
Pictograph vs CVAT FAQ
Is Pictograph a good CVAT alternative?
Yes, if you want CVAT-grade annotation without running the infrastructure. Pictograph is fully hosted on managed GPUs and adds SAM3 point, box, and text prompts, model training, and inference deployments, on a free tier with monthly compute and no credit card. CVAT remains the better choice if you want free self-hosting on your own hardware.
Is Pictograph cheaper than CVAT?
It depends on what you count. CVAT is free as open-source software if you self-host, and CVAT.ai’s hosted annotation plans start around $33/month (Solo). Every Pictograph plan, Free included, bundles managed GPU training, inference deployments, and SAM3 auto-annotation that CVAT does not include, with no servers to maintain. Compare the total cost, including the infrastructure you would run for self-hosted CVAT.
Can I move my CVAT annotations to Pictograph?
Yes. Export your CVAT labels to COCO or Pascal VOC, upload the images, and import the labels; Pictograph reads both formats and matches them to images by file name. Then draft any missing labels with SAM3, review them, and train.
Does Pictograph require self-hosting like CVAT?
No. Pictograph is fully managed: there is no server to stand up, no database to maintain, and no upgrade cycle. That is the trade-off: CVAT gives you full control by self-hosting; Pictograph removes the infrastructure.
What does CVAT do that Pictograph does not?
CVAT is open source: you can run it for free on your own hardware, keep data inside your network, and audit or modify the source. If that is a hard requirement, CVAT is the stronger fit; Pictograph focuses on the hosted, no-infrastructure lane with built-in training and deployment.
Other comparisons
Try the hosted alternative
$5 of free compute every month. No card required.