
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
The Full Stack (fullstackdeeplearning.com) records 46,082 monthly visits with +6.6% month-over-month growth and Free (educational content) pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.

Courses and best practices for building AI-powered products end to end
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | fullstackdeeplearning.com | prolific.com |
| Pricing Model | Free (educational content) | Paid |
| Monthly Visits | 46.08K (46,082) | 18.7M (18,697,671) |
| MoM Traffic Delta | +2.86K (+6.6%) | -352.04K (-1.8%) |
| Primary Market & Share | 🇺🇸 United States (31.7%) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 26.06K | 12.98M |
| User Rating | 4.6 | 4.6 |
| Supported Platforms | Website | Website |

Courses and best practices for building AI-powered products end to end
Lecture pages and resources covering prompt engineering, augmented language models, LLMOps, and language UI/UX.
Multi-year course content on infrastructure, data management, deployment, monitoring, and ML team organization.
Current material on collaborating with and building agent-based systems, including a perspective on multiplayer AI.
A maintained guide to cloud GPU options that helps teams choose compute for training and inference.
High-quality human data for AI training, evaluation, and research
Filter participants by detailed demographic, professional, and behavioural criteria and reach narrow or representative samples rather than a generic crowd.
Collect human preference data for model fine-tuning, run safety evaluations and red-teaming, and use a feedback API to plug humans into automated pipelines.
Attention checks, honesty screening, and approval workflows help filter out careless or fraudulent responses before you analyse results.
Publish a study and begin collecting responses quickly, with tooling that supports screening, quotas, and longitudinal designs.

Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
AI engineering courses, certificates, and the world's biggest AI newsletter
AI engineering courses, certificates, and the world's biggest AI newsletter

The top AI news and how to apply it, in five minutes a day

Free courses, live events and community for building real AI skills

SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work

Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.

Free AI hackathons and a global community for AI builders
Free AI hackathons and a global community for AI builders

SpecialistAI data infrastructure for building production-grade models
SpecialistAI data infrastructure for building production-grade models

SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.

SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
Free / Open-sourceFree practical deep learning courses, research and open-source libraries
Free / Open-sourceFree open course for prompt engineering and AI security
Free / Open-sourceFree open course for prompt engineering and AI security