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
Defined.ai records 146,251 monthly visits with -21% month-over-month growth and Contact for Pricing pricing. PodRoll records 1,337 monthly visits with -27.6% growth and Contact for Pricing pricing.

Grow your podcast by placing your episode directly in established podcast feeds.
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | definedcrowd.com | podroll.fm |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 146.25K (146,251) | 1.34K (1,337) |
| MoM Traffic Delta | -38.82K (-21%) | -510 (-27.6%) |
| Primary Market & Share | 🇺🇸 United States (20.6%) | 🌐 Global (—) |
| Direct Visits / mo | 84.42K | 455 |
| User Rating | 4.4 | 4.2 |
| 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.

Grow your podcast by placing your episode directly in established podcast feeds.
Your episode appears as a native "You Might Also Like" recommendation inside established podcasts' feeds, reaching active app listeners instead of web traffic.
The platform hosts of shows that accept a drop must preview and approve it, giving both sides control over what enters their audience.
Only Apple Podcasts and Spotify and other verified apps are served, with bot farms and web players blocked for IAB-compliant metrics.
You set your CPM and budget, with most bids between $50 and $250 CPM and a $500 minimum. You only pay for delivered downloads and can stop a campaign at any time.
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-sourcePull TikTok comments into CSV or Excel without logging in

Free / Open-sourceUnbiased photo feedback from real people, for dating, business and social profiles
Free / Open-sourceUnbiased photo feedback from real people, for dating, business and social profiles
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.

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.

One workspace for AI video, images, music, and writing

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.
Free / Open-sourceFree browser-based BPM detection for any track—private, fast, and batch-ready
Free / Open-sourceFree browser-based BPM detection for any track—private, fast, and batch-ready

Free / Open-sourceTikTok Shop analytics for products, creators, LIVE commerce and competitors
Free / Open-sourceTikTok Shop analytics for products, creators, LIVE commerce and competitors