
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.
iris R&D Group records 633 monthly visits with -72.2% month-over-month growth and Contact for Pricing pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.

AI-powered road patrol and asset intelligence for cities and defense
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | irisradgroup.com | prolific.com |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 633 (633) | 18.7M (18,697,671) |
| MoM Traffic Delta | -1.65K (-72.2%) | -352.04K (-1.8%) |
| Primary Market & Share | 🇮🇹 Italy (100%) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 248 | 12.98M |
| User Rating | 3.9 | 4.6 |
| Supported Platforms | Website | Website |

AI-powered road patrol and asset intelligence for cities and defense
AI cameras detect potholes, cracks, graffiti, and up to 300 classes of damaged or missing roadway assets during normal patrol routes.
Automatically calculates Pavement Condition Index (PCI) for roads and sidewalks using distress types such as cracking, rutting, and roughness.
Captures assets like traffic signs, hydrants, and street lights with attributes including sign codes, text, street names, and dimensions.
Plug-and-play edge hardware pairs with an AI data-visualization dashboard that feeds work orders and ERPs.
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

Satellite imagery turned into decisions with AI analytics

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

AI dash cameras and fleet safety intelligence that coach drivers in the moment
AI dash cameras and fleet safety intelligence that coach drivers in the moment

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.
The multimodal data layer for computer vision and physical AI teams

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-sourceAI agents that detect, monitor and inspect anything you can see from the sky
Free / Open-sourceAI agents that detect, monitor and inspect anything you can see from the sky

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