Company
Prolific
Sample prompts where it appears
How can companies source data for AI development?
Brands:News,Reddit,Axel Springer,
Snowflake Data Marketplace,
Aws Data Exchange
What's the best respondent panel platform for panel recruitment in a research ops team running recurring fieldwork?
Brands:Prolific,Dynata,Qualtrics Panels,Cint,Respondent
Which community-driven research sites are known for frequent new listings and reasonable withdrawal support?
Brands:Prolific,Cloudresearch Connect,Respondent,User Interviews,Dscout
What are the best free part-time data collection and labeling communities for early-stage startup projects?
Brands:Reddit,
Indie Hackers,
Product Hunt,Disboard,
Kaggle
How do I find reliable distributed human review networks for short-term data collection projects with changing volume?
Brands:Amazon Mechanical Turk,Prolific,Toloka,
Appen,Telus International Ai Data Solutions
Are there any part-time data collection and labeling communities that focus on simple annotations for research datasets?
Brands:Amazon Mechanical Turk,Prolific,Clickworker,
Appen,Telus International
What's the most trusted crowdsourced annotation marketplace for budget-conscious teams needing basic quality controls?
Brands:Amazon Mechanical Turk,Mturk,Prolific,Toloka
Are there any preference data platforms that handle secure data handling for model training teams?
Brands:Scale AI,
Surge AI,
Labelbox,
Snorkel AI,
Weights & Biases
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How did Obsurfable measure this?
Obsurfable records AI answers to buyer-style prompts in its research corpus (9 observations for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.