IN THE FIELD GUIDE
Pictograph
pictograph.io
Pictograph is a computer vision platform that enables users to annotate images with SAM3, train task-specific models on managed GPUs, and deploy them via CLI or API endpoints. It supports real-time vision tools for agents, including workflows over images and video, and offers integration with coding agents like Claude Code and Codex.
THE PRODUCT, BEYOND THE PITCH
Automatically researched · Not editorially reviewed · Sources checked Oct 13, 2026
A good fit for
- Developers and teams building real-time computer vision tools integrated with coding agents like Claude Code or Codex.
- Users needing a managed GPU platform for training and deploying detection, segmentation, keypoint, and classification models without managing servers.
Know the limitations
- Monthly compute allowance does not roll over; unused compute expires at the end of the billing period.
What you can do
- Auto-annotate large image datasets with SAM3 to speed up labeling.
- Train and deploy custom computer vision models for real-time inference in applications or agents.
Features
- Label images with SAM3 for auto-annotation and draft labels.
- Train models on managed GPUs with pipelines like RF-DETR and YOLOX for detection, segmentation, keypoints, and classification.
- Deploy trained models as endpoints or run them locally with pictograph[inference].
- Workflows support tracking, counting, and measuring over video files.
Integrations
- Integrates with coding agents Claude Code and Codex via a pictograph-cv skill or AGENTS.md file for automation.
- Provides a 37-tool registry with API tools for datasets, images, annotations, auto-annotation, exports, training, models, deployments, and workflows.
Platforms & data export
- Exports datasets to 12 annotation formats including pictograph, COCO, YOLO, YOLO_obb, YOLO_pose, DOTA, Pascal VOC, Darwin, CVAT, Datumaro, LabelMe, and CSV.
- Supports offline conversion between COCO, YOLO, and Pascal VOC annotation formats without API calls or third-party libraries.
THE COST FOR YOUR TEAM
Go beyond the starting price.
Published plan prices for your team size and usage. Results update as you type. Taxes, currency conversion and unlisted add-ons are excluded, and anything the source did not state is called out rather than guessed.
Cheapest fit for 1 person, all 1 tools
$0.00/month
$0.00 a year on these plans.
| Tool / plan | Monthly | Per year | What this assumes |
|---|---|---|---|
FreeCheapest fit Flat subscription | $0.00 | $0.00 | Automatically extracted from the linked pricing source. Seat allowances, usage limits, taxes and terms are not confirmed — check them with the provider. |
Core Flat subscription | $29.00 | $348.00 | Automatically extracted from the linked pricing source. Seat allowances, usage limits, taxes and terms are not confirmed — check them with the provider. |
Pro Flat subscription | $79.00 | $948.00 | Automatically extracted from the linked pricing source. Seat allowances, usage limits, taxes and terms are not confirmed — check them with the provider. |
Team Flat subscription | $199.00 | $2,388.00 | Automatically extracted from the linked pricing source. Seat allowances, usage limits, taxes and terms are not confirmed — check them with the provider. |
A practical workflow
- Upload images, auto-annotate with SAM3, review low-confidence drafts, export dataset in COCO format, and start training a model with a chosen pipeline.
- Deploy the trained model to a GPU endpoint and call predictions via CLI or run inference locally or over video workflows.
Based on the sources below. Editorial review does not imply hands-on product testing.
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