Scale AI vs. Fireworks AI
Side-by-side across both vendors’ full G2 portfolios — reviews, ratings and category coverage aggregated to the company, not a single product.
| Metric | Scale AI | Fireworks AI |
|---|---|---|
| Avg. rating | 4.5 | 4.2 |
| Total reviews | 16 | 34 |
| Review growth (QoQ) | — | — |
| Products on G2 | 1 | 1 |
| Categories covered | 4 | 2 |
| Best category rank | #11 in Large Language Model Operationalization (LLMOps) | #14 in Machine Learning |
| Small Business | 50.0% | 41.2% |
| Mid-Market | 37.5% | 47.1% |
| Enterprise | 12.5% | 11.8% |