Prolific vs. CVAT.ai
Side-by-side across both vendors’ full G2 portfolios — reviews, ratings and category coverage aggregated to the company, not a single product.
| Metric | Prolific | CVAT.ai |
|---|---|---|
| Avg. rating | 4.6 | 4.5 |
| Total reviews | 281 | 63 |
| Review growth (QoQ) | +3500.0% | +127.3% |
| Products on G2 | 2 | 1 |
| Categories covered | 5 | 1 |
| Best category rank | #2 in Conversational AI Survey Platforms | #5 in Data Labeling |
| Small Business | 43.8% | 79.4% |
| Mid-Market | 19.7% | 11.1% |
| Enterprise | 36.5% | 9.5% |