Appen records 665,840 monthly visits with +0.2% month-over-month growth and Contact for Pricing pricing. Dataing records 2,726 monthly visits with -53.2% growth and Freemium pricing.
Human-validated training data and evaluation services for frontier AI models
An AI relationship ally that turns almost into hello
| Dimension / Metric | | |
|---|---|---|
| Official Domain | appen.com | dataing.io |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 665.84K (665,840) | 2.73K (2,726) |
| MoM Traffic Delta | +1.1K (+0.2%) | -3.1K (-53.2%) |
| Primary Market & Share | 🇺🇸 United States (22%) | 🇺🇸 United States (100%) |
| Direct Visits / mo | 238.31K | 1.07K |
| User Rating | 4.4 | 3.9 |
| 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.
An AI relationship ally that turns almost into hello
Ask Cupid to find a person, read a text, make a plan or remember details, and get a concrete observation instead of a ranking.
Cupid only uses the details you actively choose to share, and every interpretation can be corrected or discarded.
Instead of an infinite feed, the app surfaces a single profile with a stated reason it might fit and how strong the signal is.
Your profile is shaped with Cupid and edited by you, staying closer to a living portrait than a static bio.
SpecialistConnects teams directly with verified human participants for preference tuning and studies, but lacks managed end-to-end labeling pipelines.
SpecialistConnects teams directly with verified human participants for preference tuning and studies, but lacks managed end-to-end labeling pipelines.
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.
SpecialistUpload a chat and get what Brandon really thinks
SpecialistUpload a chat and get what Brandon really thinks
Combines robust data labeling tools with automated workflows, but focuses more on software tooling than managed human workforces.
Combines robust data labeling tools with automated workflows, but focuses more on software tooling than managed human workforces.
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.
Delivers advanced multimodal data curation and annotation infrastructure, but requires your own annotation workforce for labeling tasks.
Delivers advanced multimodal data curation and annotation infrastructure, but requires your own annotation workforce for labeling tasks.
SpecialistAgent observability, evaluation, and continuous improvement for production AI
SpecialistAgent 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-sourceProvides a flexible open-source annotation platform for self-hosting, but lacks Appen's managed enterprise human workforce services.
Free / Open-sourceProvides a flexible open-source annotation platform for self-hosting, but lacks Appen's managed enterprise human workforce services.
SpecialistAI dating profile review and studio-quality AI dating photos
SpecialistAI dating profile review and studio-quality AI dating photos
SpecialistAI rizz wingman that reads the chat and writes openers that sound like you
SpecialistAI rizz wingman that reads the chat and writes openers that sound like you
