Defined.ai records 146,251 monthly visits with -21% month-over-month growth and Contact for Pricing pricing. StackRef records 765 monthly visits with +184.4% growth and Contact for Pricing pricing.
Enterprise AI training data, annotation and evaluation services
Senior cloud, DevOps and security consulting plus a self-hosted hackathon manager
| Dimension / Metric | ||
|---|---|---|
| Official Domain | definedcrowd.com | stackref.com |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 146.25K (146,251) | 765 (765) |
| MoM Traffic Delta | -38.82K (-21%) | +496 (+184.4%) |
| Primary Market & Share | 🇺🇸 United States (20.6%) | 🇮🇩 Indonesia (100%) |
| Direct Visits / mo | 84.42K | 305 |
| User Rating | 4.4 | 4 |
| Supported Platforms | Website | Website |
Enterprise AI training data, annotation and evaluation services
A large selection of ready-to-use, ethically sourced datasets across audio, image, video, text and multimodal formats, with advanced filtering and free samples.
Expert-verified labeling for text, audio, image and video using model-first, human-in-the-loop workflows for accuracy and fairness.
High-quality multilingual content for global AI systems, drawing on 500+ languages, dialects and locales.
Global, diverse data collection at scale for training, with privacy and security vetting on every dataset.
Senior cloud, DevOps and security consulting plus a self-hosted hackathon manager
Hands-on architecture, security, and cost optimization across AWS, GCP, and Azure, led by a CISSP-certified architect with 20+ years of experience.
Focused engagements on hardening cloud environments and supporting compliance, with an emphasis on robust, well-governed infrastructure.
Practical work to reduce cloud spend and right-size infrastructure without sacrificing reliability.
A self-designed, self-hosted, end-to-end internal hackathon manager covering sandbox environments and AI scoring to run innovation events.
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
Free / Open-sourceStreamlines computer vision dataset annotation and model deployment, but lacks the broad human crowd-sourcing services of Defined.ai.
Free / Open-sourceStreamlines computer vision dataset annotation and model deployment, but lacks the broad human crowd-sourcing services of Defined.ai.
SpecialistWeb data infrastructure for scraping, proxies, and AI-ready datasets
SpecialistWeb data infrastructure for scraping, proxies, and AI-ready datasets
Comprehensive enterprise data labeling platform with powerful automation agents, but carries significant pricing overhead for smaller teams.
Comprehensive enterprise data labeling platform with powerful automation agents, but carries significant pricing overhead for smaller teams.
Free / Open-sourceGoogle's batteries-included framework for scalable web apps
SpecialistAgent observability, evaluation, and continuous improvement for production AI
SpecialistAgent observability, evaluation, and continuous improvement for production AI
Advanced multimodal data infrastructure for computer vision teams, though specialized primarily in video and image annotation.
Advanced multimodal data infrastructure for computer vision teams, though specialized primarily in video and image annotation.
Free / Open-sourceOpen-source data labeling and evaluation platform offering full self-hosting control, but requires manual setup and infrastructure maintenance.
Free / Open-sourceOpen-source data labeling and evaluation platform offering full self-hosting control, but requires manual setup and infrastructure maintenance.
Provides expert human workforce for AI training and evaluation datasets, though with fewer automated labeling tools.
Provides expert human workforce for AI training and evaluation datasets, though with fewer automated labeling tools.
SpecialistLow-smoke, halogen-free rigid PVC conduit for safer electrical containment
SpecialistLow-smoke, halogen-free rigid PVC conduit for safer electrical containment
SpecialistThe all-in-one computer vision platform for labeling, training and deploying vision AI
SpecialistThe all-in-one computer vision platform for labeling, training and deploying vision AI
Provides smart annotation tools and managed labeling services for machine learning teams, but has a smaller enterprise footprint.
Provides smart annotation tools and managed labeling services for machine learning teams, but has a smaller enterprise footprint.
