
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.
iftrue records 475 monthly visits with +3.9% month-over-month growth and Contact for Pricing pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.

AI governance and engineering intelligence in one signal
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | iftrue.co | prolific.com |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 475 (475) | 18.7M (18,697,671) |
| MoM Traffic Delta | +18 (+3.9%) | -352.04K (-1.8%) |
| Primary Market & Share | 🇹🇷 Türkiye (100%) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 196 | 12.98M |
| User Rating | 4.2 | 4.6 |
| Supported Platforms | Website | Website |

AI governance and engineering intelligence in one signal
Per-pull-request attribution that identifies which lines of code were written by Copilot, Cursor, Claude or a human, so you can quantify AI ROI instead of debating it.
Deployment frequency, lead time, change failure rate and MTTR tracked automatically from your existing stack, plus sprint forecasting based on real historical velocity.
An AI-powered chatbot inside Slack plus real-time alerts keep insights in the tools engineers already have open, with no new dashboards to check.
Tracks review load, workload trends and burnout risk, and prepares 1:1s and daily check-ins with concrete talking points, wins and risks.
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.

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 / Open-sourceProject management that turns coding agents into real teammates
Free / Open-sourceProject management that turns coding agents into real teammates

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-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.

Free / Open-sourceThe collaboration layer for AI engineering teams
Free / Open-sourceThe collaboration layer for AI engineering teams

SpecialistAI-led customer interviews and research insights at scale
SpecialistAI-led customer interviews and research insights at scale

Free / Open-sourceGitHub-native analytics for developer experience and team performance
Free / Open-sourceGitHub-native analytics for developer experience and team performance

Free / Open-sourceCI acceleration platform for flaky tests, merge queues and dynamic CI
Free / Open-sourceCI acceleration platform for flaky tests, merge queues and dynamic CI