Appen records 665,840 monthly visits with +0.2% month-over-month growth and Contact for Pricing pricing. Entry Point AI records 2,741 monthly visits with +58.9% growth and Freemium pricing.
Human-validated training data and evaluation services for frontier AI models
Build, test, and fine-tune custom AI models on your own data
| Dimension / Metric | | |
|---|---|---|
| Official Domain | appen.com | entrypointai.com |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 665.84K (665,840) | 2.74K (2,741) |
| MoM Traffic Delta | +1.1K (+0.2%) | +1.02K (+58.9%) |
| Primary Market & Share | 🇺🇸 United States (22%) | 🇺🇸 United States (77.4%) |
| Direct Visits / mo | 238.31K | 1.08K |
| User Rating | 4.4 | 4 |
| 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.
Build, test, and fine-tune custom AI models on your own data
Add an AI column to your dataset to tag, extract, classify, or enrich every row by running one prompt across thousands of records.
Turn a few labeled examples into a full training set, then approve or reject candidates before they route to training or validation.
Train a task-specific model that beats a larger general model on your task, with side-by-side quality checks against a base prompt.
Every completion generated in the workflow is captured so you can compare, curate, and reuse it for the next training run.
Free / Open-sourceHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
Free / Open-sourceHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
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.
Free / Open-sourceRun and build with open AI models locally or in the cloud
Free / Open-sourceRun and build with open AI models locally or in the cloud
Free / Open-sourceOpen-source model and dataset hub with one-click online demos
Free / Open-sourceOpen-source model and dataset hub with one-click online demos
SpecialistNo-code builder for custom AI agents and workflows
SpecialistNo-code builder for custom AI agents and workflows
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.
Free / Open-sourceBuild, deploy, and govern production-ready agentic AI workflows
Free / Open-sourceBuild, deploy, and govern production-ready agentic AI workflows
Free / Open-sourceSelf-hosted AI workspace for local and cloud models
Free / Open-sourceSelf-hosted AI workspace for local and cloud models
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
