A hosted CVAT alternative with SAM3 and built-in training.
Get CVAT-grade annotation without running the infrastructure. SAM3 point, box, and text prompts, managed model training, and inference endpoints, on a free tier with monthly compute and no credit card.
Pictograph vs CVAT
Where the two differ for a team that wants to annotate, train, and ship without managing servers.
| 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 |
How the pricing compares
Real, publicly listed numbers - no fabricated figures.
| Pictograph | CVAT | |
|---|---|---|
| Self-host (software) | n/a (fully managed) | Free, open source |
| Hosted entry price | $29 / mo (Core) | $33 / mo (Solo, 2026) |
| What the paid plan includes | Annotate + train + deploy + GPU | Annotation seats |
| Infrastructure to run | None (managed) | You host + maintain (self-host) |
| Free tier includes GPU compute | – |
CVAT is free and open source if you self-host - you run the servers, the upgrades, and the storage yourself. CVAT.ai’s hosted plans are inexpensive for pure annotation (Solo around $33/month, Team around $66/month for two seats, as listed in 2026), but they cover annotation seats, not model training or deployment. Pictograph is fully managed with no infrastructure to run: the free tier includes monthly GPU compute with no credit card, and paid tiers - Core $29, Pro $79, Team $199 per month - bundle SAM3 auto-annotation, managed training, and inference endpoints in one place. Manual annotation is always free.
Where Pictograph fits
Teams who want CVAT-grade annotation without standing up and maintaining the infrastructure. Pictograph is hosted with managed GPUs, so there is no install, no upgrades, and no servers to keep alive. SAM3 point, box, and text prompts, model training, and inference deployments live in one place, and you can start on a free tier with monthly compute and no credit card.
Where CVAT leads
CVAT is open source and self-hostable, which gives you full control of your own infrastructure and data residency. If your priority is running everything on hardware you own, keeping data inside your network, or auditing and modifying the source, CVAT is the stronger fit. Pictograph focuses on the hosted, no-infra lane.
Annotate, train, and deploy in one place
CVAT is a strong annotation tool, but training a model and serving it are separate systems you assemble and operate yourself. Pictograph keeps the whole loop under one API: auto-label with SAM3 (point, box, or a text prompt like "every pallet" across a directory), launch a managed training run across YOLOX, RF-DETR, or Segformer, export in seven formats, and stand up the trained model as one authenticated /predict endpoint - all from a typed Python SDK, a CLI, and a 37-tool agent registry. Because the GPUs are managed, there is no cluster to size, no runtime to patch, and no scaling to babysit. You keep the annotation quality and add the model pipeline without adding operational surface.
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 with managed GPUs, so there is nothing to install, upgrade, or keep alive. It adds SAM3 point, box, and text prompts, built-in model training, and inference deployments, on a free tier with monthly compute and no credit card. CVAT remains the better choice if you specifically need to self-host.
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). Pictograph’s paid tiers run $29-199/month but bundle managed GPU training, inference deployments, and SAM3 auto-annotation that CVAT does not include - and its free tier comes with monthly compute and no servers to maintain. Compare 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 and upload them to Pictograph, which reads both formats. Your images and annotations come across, and you can immediately re-annotate with SAM3 or start a training run.
Does Pictograph require self-hosting like CVAT?
No. Pictograph is fully managed and runs on hosted GPUs, so there is no server to stand up, no database to maintain, and no upgrade cycle. That is the core trade-off: CVAT gives you full control by self-hosting; Pictograph removes the infrastructure so you can annotate, train, and deploy without operating anything.
What does CVAT do that Pictograph does not?
CVAT is open source and self-hostable, so you can run it entirely on your own hardware, keep data inside your network, and audit or modify the source. If data residency or full infrastructure control is a hard requirement, CVAT is the stronger fit. Pictograph focuses on the hosted, no-infra lane with built-in training and deployment.