
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Prolific records 18,697,671 monthly visits with -1.8% month-over-month growth and Paid pricing. Styldod records 15,043 monthly visits with -6.1% growth and Free Trial, Paid pricing.

AI visual media and virtual staging for real estate listings
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | prolific.com | styldod.com |
| Pricing Model | Paid | Free Trial, Paid |
| Monthly Visits | 18.7M (18,697,671) | 15.04K (15,043) |
| MoM Traffic Delta | -352.04K (-1.8%) |
| -975 (-6.1%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🇺🇸 United States (46.5%) |
|---|
| Direct Visits / mo | 12.98M | 4.97K |
|---|
| User Rating | 4.6 | 3.9 |
|---|
| Supported Platforms | Website | Website |
|---|
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.

AI visual media and virtual staging for real estate listings
Digitally furnish vacant or empty rooms with photorealistic furniture, decor, and lighting in styles from modern and Scandinavian to farmhouse, Japandi, and industrial.
Keep the true layout of the property intact and automatically flag or fix risky edits such as misleading structural changes or policy-sensitive content before publishing.
Handle image enhancement, object removal, occupied-to-vacant conversion, day-to-dusk, and batch editing of up to 50 listing photos at once.
Generate floor plans, 360° virtual tours, 3D renders, and single-property videos to enrich property listings beyond still images.

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
#2
Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.


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.


SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.


The AI-powered real estate media workflow — book, edit, deliver, and get paid

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


AI interior design and virtual staging that keeps your room's real structure

AI marketing for real estate agents: staging, videos, floor plans and social posts from one photo

AI virtual staging that makes empty listings sell faster

SpecialistAI-led customer interviews and research insights at scale
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
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.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
The AI-powered real estate media workflow — book, edit, deliver, and get paid
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
AI interior design and virtual staging that keeps your room's real structure
AI marketing for real estate agents: staging, videos, floor plans and social posts from one photo
AI virtual staging that makes empty listings sell faster
SpecialistAI-led customer interviews and research insights at scale