A self-serve Labelbox alternative for computer vision.
Pure computer vision image annotation with SAM3, managed training, and inference APIs, on transparent self-serve tiers from free to team. No enterprise sales process to get started.
Pictograph vs Labelbox
Where the two differ for a developer or small team labeling and shipping vision models.
| 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 |
How the pricing compares
Real, publicly listed numbers - no fabricated figures.
| 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 prices by usage: a free tier covers up to 500 Labelbox Units (LBUs) per month, and the Starter rate is $0.10 per LBU beyond that, with Enterprise pricing on request (2026). Usage-based billing is flexible but variable - your monthly cost tracks how much you label. Pictograph uses flat self-serve tiers - Core $29, Pro $79, Team $199 per month - plus a monthly USD compute allowance, so your base cost is predictable, and you can turn on pay-as-you-go only if you exceed it. There is no enterprise sales process to get started, and manual annotation is always free.
Where Pictograph fits
Developers and small teams who want self-serve computer vision labeling, training, and deploy without an enterprise contract. SAM3 handles point, box, and text prompts on single images or in batch over a dataset, training runs on managed GPUs, and a trained model ships as a /predict endpoint. Pricing is plain USD with a free tier and no credit card to start.
Where Labelbox leads
Labelbox is built for enterprise data operations: managed expert labeling workforces, and large multimodal data programs that span images, video, text, and beyond. If your priority is a managed workforce or a broad multimodal data factory backed by a sales and services relationship, it is worth a look. Pictograph focuses on the self-serve CV lane.
From labels to a live model, self-serve
Labelbox is a data platform: it excels at producing labeled data, often with a managed workforce, and hands that data to your own training stack. Pictograph closes the loop itself. Auto-label with SAM3 - including text prompts like "every product on the shelf" across a whole directory - then launch a managed training run across YOLOX, RF-DETR, or Segformer, and deploy the result as one authenticated /predict endpoint, all from a typed Python SDK, a CLI, and a 37-tool agent registry. There is no separate MLOps stack to wire up and no sales process between you and a trained model - you go from raw images to a serving endpoint on a plan you can start for free.
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 transparent 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. Usage billing scales with labeling volume; flat tiers do not.
Can I move my Labelbox data to Pictograph?
Yes. Export your Labelbox annotations to COCO and upload them to Pictograph, which reads the format directly. Your images and labels come across, and you can re-annotate with SAM3 or launch a training run from there.
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. Pictograph focuses on the self-serve, computer-vision-first lane.
Other Pictograph comparisons
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