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. RNWY records 2,345 monthly visits with -30.7% growth and Free pricing.
Trust scores that show their math for AI agents and wallets
| Dimension / Metric | ||
|---|---|---|
| Official Domain | definedcrowd.com | rnwy.com |
| Pricing Model | Contact for Pricing | Free |
| Monthly Visits | 146.25K (146,251) | 2.35K (2,345) |
| MoM Traffic Delta | -38.82K (-21%) | -1.04K (-30.7%) |
| Primary Market & Share | 🇺🇸 United States (20.6%) | 🇺🇸 United States (88.1%) |
| Direct Visits / mo | 84.42K | 919 |
| 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.
Trust scores that show their math for AI agents and wallets
Every score comes with the number, its breakdown, the scoring formula and the raw source data, so anyone can audit where it came from.
Agents are indexed across multiple networks, including ERC-8004, with verified on-chain ownership shown alongside self-declared endpoints.
Mint a non-transferable identity that binds permanently to a wallet, making reputation verifiable on-chain without trusting RNWY itself.
Scanner views reveal Sybil operators, owner-funded reviews, pattern-matched clusters and the funding networks behind reviewer wallets.
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.

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.
Institution-grade crypto and equities intelligence, delivered through a chat-style AI analyst.

Identity, payments, and pay-per-use tools for AI agents

Decision infrastructure for governed enterprise AI agents
Decision infrastructure for governed enterprise AI agents

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.
Score how well AI agents can find, read and use your site
Score how well AI agents can find, read and use your site