
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.
Chat2CSV records 71 monthly visits with -82.6% month-over-month growth and Freemium pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.

Turn spreadsheets into charts by just asking in plain English
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | chat2csv.com | prolific.com |
| Pricing Model | Freemium | Paid |
| Monthly Visits | 71 (71) | 18.7M (18,697,671) |
| MoM Traffic Delta | -337 (-82.6%) | -352.04K (-1.8%) |
| Primary Market & Share | 🇺🇸 United States (100%) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 28 | 12.98M |
| User Rating | 4.1 | 4.6 |
| Supported Platforms | Website | Website |

Turn spreadsheets into charts by just asking in plain English
Describe the chart you want in ordinary language — “bar chart of sales by region” — and the tool produces it without scripting or menu hunting.
The assistant recommends visualisations that fit the columns and data types you uploaded, which helps when you are not sure which view tells the story.
Supports common business visualisations including bar charts, line graphs, pie charts and scatter plots.
The platform states that only metadata is processed server-side and that the actual data rows remain with the user, which reduces exposure of sensitive figures.
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.
Chat with your data to get analysis, charts, reports, and slides
Chat with your data to get analysis, charts, reports, and slides

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.

Turn messy data into beautiful, story-ready charts with AI

AI-native business intelligence your whole team can actually trust
AI-native business intelligence your whole team can actually trust

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

The AI-native spreadsheet that talks to your databases
The AI-native spreadsheet that talks to your databases