Hive Data vs. Pictograph Comparison


Hive Data Hive	Pictograph	+	+
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About Create training datasets for computer vision models with our fully managed solution. We believe that data labeling is the most important factor in building effective deep learning models. We are committed to being the field's leading data labeling platform and helping companies take full advantage of AI's capabilities. Organize your media with discrete categories. Identify items of interest with one or many bounding boxes. Like bounding boxes, but with additional precision. Annotate objects with accurate width, depth, and height. Classify each pixel of an image. Mark individual points in an image. Annotate straight lines in an image. Measure, yaw, pitch, and roll of an item of interest. Annotate timestamps in video and audio content. Annotate freeform lines in an image.	About Pictograph is a computer vision platform for annotating images, training task-specific models, and deploying real-time inference endpoints. SAM3 drafts boxes and masks from a click, a box, or a text prompt on a single image or dataset; users review drafts before training. Train RF-DETR for detection, instance segmentation, or keypoints, as well as YOLOX, Segformer, and classifiers on managed GPUs. Evaluate models with mAP, precision, and recall, and export datasets to COCO, YOLO, Pascal VOC, and nine additional formats. Deploy models as TensorRT endpoints on T4, L4, or A100 GPUs, stream video over RTSP or WebRTC, and receive results for each frame. Workflows can track objects, count line crossings, and measure dwell time. A REST API, Python SDK, and CLI with JSON output let developers and AI agents operate the platform. The free plan includes $5 in monthly compute and 5,000 images with no credit card required; paid plans start at $29/month.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Organizations interested in a comprehensive data labeling platform	Audience Developers, ML engineers and teams building computer vision products, and AI agents that need vision tools
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos No images available
Pricing $25 per 1,000 annotations Free Version Not Supported Free Trial Not Supported	Pricing $29/month Free plan: $0, with $5 of monthly compute, up to 5,000 images, 2 GB storage, and one team member; no card is required. Core is $29/month and includes $29 of monthly compute, 25,000 images, 100 GB storage, and five team members. Pro is $79/month and Team is $199/month. There are no per-seat or per-label fees. Optional pay-as-you-go compute is available beyond the included allowance; unused monthly compute does not roll over. Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Hive Founded: 2013 United States thehive.ai/data-labeling	Company Information Pictograph Founded: 2025 United States pictograph.io
Alternatives Alegion	Alternatives Ultralytics
BasicAI	RectLabel
Clarifai	Eyewey
V7 Darwin V7	V7 Darwin V7
Supervisely View All	Ximilar View All
Categories AI Vision Models Supported Computer Vision Supported Data Annotation Supported Data Labeling Supported Image Annotation Supported Image Recognition Supported Video Annotation Supported	Categories Computer Vision Supported
Computer Vision Features Blob Detection & Analysis Supported Building Tools Supported Image Processing Supported Multiple Image Type Support Supported Reporting / Analytics Integration Supported Smart Camera Integration Supported Show More Features Data Labeling Features Human-in-the-loop Not Supported Labeling Automation Supported Labeling Quality Supported Performance Tracking Not Supported Polygon, Rectangle, Line, Point Not Supported SDK Supported Supports Audio Files Supported Task Management Not Supported Team Collaboration Supported Training Data Management Not Supported
Integrations Apache Atlas Supported Claude Agent SDK Not Supported Claude Code Not Supported Codex CLI Not Supported Hive AutoML Supported LangChain Not Supported Model Context Protocol (MCP) Not Supported OpenAI Agents SDK Not Supported Quickwork Supported Roboflow Not Supported Style Intelligence Supported Taxi for Email Supported Toad Intelligence Central Supported V7 Darwin Not Supported Vercel AI SDK Not Supported Wyn Enterprise Supported bipp Supported Show More Integrations View All 8 Integrations	Integrations Apache Atlas Not Supported Claude Agent SDK Supported Claude Code Supported Codex CLI Supported Hive AutoML Not Supported LangChain Supported Model Context Protocol (MCP) Supported OpenAI Agents SDK Supported Quickwork Not Supported Roboflow Supported Style Intelligence Not Supported Taxi for Email Not Supported Toad Intelligence Central Not Supported V7 Darwin Supported Vercel AI SDK Supported Wyn Enterprise Not Supported bipp Not Supported Show More Integrations View All 9 Integrations
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