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. Recipee records 0 monthly visits with 0% growth and Paid pricing.
Professional recipe, costing and allergen labelling software for food businesses
| Dimension / Metric | ||
|---|---|---|
| Official Domain | definedcrowd.com | recipee.app |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 146.25K (146,251) | 0 (0) |
| MoM Traffic Delta | -38.82K (-21%) |
| 0 (0%) |
| Primary Market & Share | 🇺🇸 United States (20.6%) | 🌐 Global (—) |
|---|
| Direct Visits / mo | 84.42K | 0 |
|---|
| 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.
Professional recipe, costing and allergen labelling software for food businesses
Master recipes priced against live ingredient costs, with instant price updates, customer price lists and gross profit tracking as supplier prices change.
Automatic tracking of the major allergens plus UK and multi-region labelling rules, with real-time nutrition data, batch codes and best-before printing.
Scale recipes in bulk, generate production plans in about a minute, create bills of materials in one click and export to Excel.
AI support for ingredient classification, allergen assignment and yield handling, backed by a single source of nutritional truth.
Free / Open-sourceOpen-source model and dataset hub with one-click online demos


SpecialistUnbiased photo feedback from real people, for dating, business and social profiles
#2Free / Open-sourceStreamlines computer vision dataset annotation and model deployment, but lacks the broad human crowd-sourcing services of Defined.ai.
#3
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.

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.

The personal CRM that keeps your network warm — with your LinkedIn graph baked in

AI workout planner that builds your whole training week around your gear and goals

Free / Open-sourceOpen-source data labeling and evaluation platform offering full self-hosting control, but requires manual setup and infrastructure maintenance.


DNA-powered personalized fitness, nutrition and recovery

TikTok Shop analytics for products, creators, LIVE commerce and competitors
Free / Open-sourceOpen-source model and dataset hub with one-click online demos
SpecialistUnbiased 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.
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.
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.
The personal CRM that keeps your network warm — with your LinkedIn graph baked in
AI workout planner that builds your whole training week around your gear and goals
Free / Open-sourceOpen-source data labeling and evaluation platform offering full self-hosting control, but requires manual setup and infrastructure maintenance.
TikTok Shop analytics for products, creators, LIVE commerce and competitors