Alternatives to Vision Lab

Mercor is a human intelligence marketplace for AI model evaluation and training data, paying vetted domain experts an average of $109/hr.

RL environments and expert-labeled data for frontier models and enterprise agents

Open-source data layer for Physical AI: log, query, transform, visualize, and train multimodal robotics data on one toolchain.

Applied research lab that captures expert reasoning and structures it into SFT, RL rubric, agent, and computer-use training data for frontier models.

Cortex AI supplies real-workplace egocentric video and robot trajectory data for training embodied AI models.

Early-stage San Francisco robotics lab building policies for robots that do real work, and hiring its first researchers.

Autonomous robots that patrol data center aisles 24/7, using thermal, visual, and acoustic sensing to catch failures before they cost you uptime.

Snorkel AI builds expert training data, evals, and runnable environments for frontier models and agents.

DataQA turns Slack into a weak-supervision console for labeling text.

Hub collects real-world multimodal data for embodied AI — egocentric video, teleoperation, hand tracking and tactile — with custom collection delivered in

Modular humanoid robot platform for builders collecting data, training skills, and deploying autonomous robots.

Generate privacy-safe synthetic data with MOSTLY AI's Apache v2 SDK and TabularARGN engine.

Web3 data network paying contributors in crypto for text, audio, video, code, and mapping data that trains AI models.

Open-source platform for data labeling, AI evaluation, and human-in-the-loop workflows across every data modality.

Autonomous underwater vehicles paired with a cloud data platform for repeatable, high-resolution seabed intelligence.

Raiinmaker builds custom, rights-cleared video datasets and runs real-time human evaluation for generative AI video models.

Turnkey robotic parcel sorting and stacking systems for high-volume last-mile warehouses, running on the AmbiOS physical AI platform.

Boston Dynamics Spot: legged inspection robot for industrial and hazardous sites.

Managed training data, RL environments, and safety red-teaming for teams building AI agents, coding models, and LLM/VLM pipelines.

Autonomous greenhouse robots for harvesting, trimming, and de-leafing

Outlier AI pays subject-matter experts to train AI models remotely on flexible, project-based work with weekly pay.

Open-source, multimodal data annotation platform for image, video, 3D point cloud, and audio labeling—self-hosted, cloud, or fully managed

Offline AI image annotation for YOLO and VOC datasets — local SAM2, SAM3 and YOLO-World, one-time purchase from $49.

Human-recorded computer-use datasets that teach AI agents to operate real software the way people do.

Private-deployment data annotation platform for multimodal AI training, from BasicAI.

Open-source Unreal Engine plugin giving computer vision researchers synthetic images with pixel-perfect ground truth.

Web data platform for AI training and agentic web access — pre-collected datasets, live scraping APIs, and a proxy network under one account.

Sahara AI is a blockchain-backed platform for building, deploying, and monetizing autonomous AI agents across trading, enterprise automation, and data services.

Open-source framework that turns any GitHub repository into training data for software engineering agents.

Clickworker turns a verified global crowd of 10M+ people into on-demand data collection, labeling, and validation work for AI, retail, and research teams.