Scale AI vs. IBM
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 | IBM |
|---|---|---|
| Avg. rating | 4.5 | 4.3 |
| Total reviews | 16 | 12,195 |
| Review growth (QoQ) | — | -23.3% |
| Products on G2 | 1 | 129 |
| Categories covered | 4 | 270 |
| Best category rank | #11 in Large Language Model Operationalization (LLMOps) | #1 in Application Performance Monitoring (APM) |
| Small Business | 50.0% | 24.2% |
| Mid-Market | 37.5% | 29.2% |
| Enterprise | 12.5% | 46.6% |