High-quality human data for AI training, evaluation, and research
Appen records 665,840 monthly visits with +0.2% month-over-month growth and Contact for Pricing pricing. Metamorph Labs records 0 monthly visits with 0% growth and Free pricing.
Track, compare, and share AI experiments from one workspace
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | appen.com | metamorphlabs.xyz |
| Pricing Model | Contact for Pricing | Free |
| Monthly Visits | 665.84K (665,840) | 0 (0) |
| MoM Traffic Delta | +1.1K (+0.2%) | 0 (0%) |
| Primary Market & Share | 🇺🇸 United States (22%) | 🌐 Global (—) |
| Direct Visits / mo | 238.31K | 0 |
| User Rating | 4.4 | 3.5 |
| Supported Platforms | Website | Website |

Human-validated training data and evaluation services for frontier AI models
Chain-of-thought reasoning traces, SME-level RLHF, supervised fine-tuning demonstrations and adversarial red teaming for the most capable models.
Golden trajectories, RL environment design, failure-mode taxonomies and software-engineering-driven deep evaluation for autonomous agents.
Multilingual ASR and conversational speech data, expressive TTS annotation, vision-language model training data, video action labelling and voice-agent evaluation.
LiDAR point-cloud labeling, multi-camera sensor fusion, robot demonstration trajectories, world-model rollouts and embodied interaction logs.
Track, compare, and share AI experiments from one workspace
Log and organize AI experiments so runs, configurations, and outcomes stay in one structured place instead of being scattered across notebooks and spreadsheets.
Compare results across experiments to quickly see which configuration, prompt, or model performed best.
Share experiments and findings with teammates or the wider community so insights are reusable rather than siloed.
Discovery of datasets, pre-trained models, research papers, and tutorials collected into an organized, browsable catalog.
High-quality human data for AI training, evaluation, and research

Blends custom software with dedicated human expert teams to handle complex operations, but operates as a bespoke service.
Blends custom software with dedicated human expert teams to handle complex operations, but operates as a bespoke service.

The environments frontier AI trains on, and the agents that do the recurring work
The environments frontier AI trains on, and the agents that do the recurring work
Provides enterprise-grade AI training data and model evaluation at massive scale, but often with higher enterprise pricing.
Provides enterprise-grade AI training data and model evaluation at massive scale, but often with higher enterprise pricing.

AI data infrastructure for building production-grade models
AI data infrastructure for building production-grade models

Track, evaluate, and ship AI models and agents in one connected environment.
Track, evaluate, and ship AI models and agents in one connected environment.

Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
SpecialistThe multimodal data layer for computer vision and physical AI teams
SpecialistThe multimodal data layer for computer vision and physical AI teams
Offers pre-packaged AI training datasets and custom data collection services, but with a smaller global crowd than Appen.
Offers pre-packaged AI training datasets and custom data collection services, but with a smaller global crowd than Appen.

Free / Open-sourceLabel any data. Evaluate any AI.

Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production

Free / Open-sourceFree real-time analytics for open source projects on GitHub
Free / Open-sourceFree real-time analytics for open source projects on GitHub