A self-serve Labelbox alternative for computer vision
Image annotation with SAM3, managed training, and inference APIs, on self-serve plans from free to $199 a month. No sales call to get started.
Pictograph vs Labelbox
Where the two differ for a developer or small team labeling and shipping vision models.
| Feature | Pictograph | Labelbox |
|---|---|---|
| Self-serve pricing | $0 to $199/mo | Enterprise / sales |
| SAM3 point, box, and text prompts | – | |
| Focused on CV image annotation | Multimodal data factory | |
| Train and deploy models | – | |
| Agent tool registry | 37 tools | – |
| Free tier, no credit card | – | |
| Multi-format export |
Where Pictograph fits
Developers and small teams who want labeling, training, and deployment without an enterprise contract. SAM3 drafts labels on one image or a whole dataset, you review them, and a trained model ships as a /predict endpoint. A CLI your coding agent runs and a typed SDK cover every step.
Where Labelbox leads
Labelbox is built for enterprise data operations: managed expert labeling workforces and large multimodal programs across images, video, text, and more. If you need a managed workforce or a broad data factory with a services relationship, it is worth a look.
Coming from Labelbox? Export your annotations to COCO, upload the images, and import the labels, then review and train.
How the pricing compares
Publicly listed prices, as of 2026.
| Feature | Pictograph | Labelbox |
|---|---|---|
| Free tier | Free, no card, monthly compute | Free, up to 500 LBUs / mo |
| Entry paid plan | $29 / mo (Core) | $0.10 per LBU (usage, 2026) |
| Pricing model | Flat tier + USD compute | Metered in Labelbox Units |
| Predictable monthly cost | Yes (allowance + optional PAYG) | Varies with volume |
| Built-in training + deploy | – |
Labelbox bills by usage, so the monthly cost tracks how much you label, and Enterprise pricing is on request. Manual annotation is always free on Pictograph.
Pictograph vs Labelbox FAQ
Is Pictograph a good Labelbox alternative?
Yes, for developers and small teams who want self-serve computer vision labeling, training, and deployment without an enterprise contract. Pictograph adds SAM3 point, box, and text prompts, managed model training, and one-endpoint inference deployments, on public USD tiers from free to team. Labelbox remains strong if you need a managed labeling workforce or a broad multimodal data program.
How does Pictograph pricing compare to Labelbox?
Pictograph uses flat tiers - free, then $29 (Core), $79 (Pro), or $199 (Team) per month - plus a monthly USD compute allowance, so your base cost is predictable. Labelbox is usage-metered: a free tier covers up to 500 Labelbox Units (LBUs) per month, then $0.10 per LBU as listed in 2026, with Enterprise pricing on request.
Can I move my Labelbox data to Pictograph?
Yes. Export your Labelbox annotations to COCO, upload the images, and import the labels; Pictograph matches them to images by file name. From there you can draft more labels with SAM3, review them, and launch a training run.
Does Pictograph require an enterprise sales process?
No. Pictograph is fully self-serve: create an account, start on the free tier with no credit card, and upgrade to a paid plan yourself when you need more. There is no sales call to evaluate it or to start labeling, training, and deploying.
What does Labelbox do that Pictograph does not?
Labelbox is built for enterprise data operations: managed expert labeling workforces and large multimodal programs spanning images, video, text, and more. If you need a managed workforce or a broad multimodal data factory backed by a services relationship, Labelbox is worth a look.
Other comparisons
Try the self-serve alternative
$5 of free compute every month. No card required.