# Fireworks AI Fine-tuning vs Together AI Fine-tuning (slim)

> Fireworks AI Fine-tuning has a score of 59.2 (C) against Together AI Fine-tuning's 54.9 (C). Both do finetune sft. The largest gap is agent ergonomics, 33 points. Category scores, facts, verdicts and agent notes side by side.

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Fireworks AI Fine-tuning has a score of 59.2 (C) against Together AI Fine-tuning's 54.9 (C). Both do finetune sft. The largest gap is agent ergonomics, 33 points.

- Fireworks AI Fine-tuning: C 59.2, rank #269 of 452 · https://www.anchorterminal.com/tools/fireworks-fine-tuning.min.md
- Together AI Fine-tuning: C 54.9, rank #319 of 452 · https://www.anchorterminal.com/tools/together-fine-tuning.min.md
- Pick Fireworks AI Fine-tuning for agent ergonomics (+33), security & auth (+15), payments & pricing (+5). Pick Together AI Fine-tuning for nothing in particular.

| Category | Fireworks AI Fine-tuning | Together AI Fine-tuning |
| --- | --- | --- |
| Reliability (16%) | 55 | 55 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 77 | 78 |
| Agent ergonomics (13%) | 75 | 42 |
| Security & auth (14%) | 65 | 50 |
| Payments & pricing (10%) | 25 | 20 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 82 | 80 |
| Transparency & trust (7%) | 66 | 70 |