# Fireworks AI Fine-tuning vs Vertex AI Gemini tuning (slim)

> Vertex AI Gemini tuning has a score of 64.2 (B) against Fireworks AI Fine-tuning's 59.2 (C). Both do finetune sft. The largest gap is agent ergonomics, 27 points. Category scores, facts, verdicts and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/fireworks-fine-tuning-vs-vertex-ai-tuning.md (~1,550 tokens) · this version ~380 tokens · JSON https://www.anchorterminal.com/compare/fireworks-fine-tuning-vs-vertex-ai-tuning.json · canonical https://www.anchorterminal.com/compare/fireworks-fine-tuning-vs-vertex-ai-tuning
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-05

Vertex AI Gemini tuning has a score of 64.2 (B) against Fireworks AI Fine-tuning's 59.2 (C). Both do finetune sft. The largest gap is agent ergonomics, 27 points.

- Fireworks AI Fine-tuning: C 59.2, rank #269 of 452 · https://www.anchorterminal.com/tools/fireworks-fine-tuning.min.md
- Vertex AI Gemini tuning: B 64.2, rank #190 of 452 · https://www.anchorterminal.com/tools/vertex-ai-tuning.min.md
- Pick Fireworks AI Fine-tuning for agent ergonomics (+27), payments & pricing (+5). Pick Vertex AI Gemini tuning for reliability (+12), schema & documentation (+5), security & auth (+6), transparency & trust (+23).

| Category | Fireworks AI Fine-tuning | Vertex AI Gemini tuning |
| --- | --- | --- |
| Reliability (16%) | 55 | 67 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 77 | 82 |
| Agent ergonomics (13%) | 75 | 48 |
| Security & auth (14%) | 65 | 71 |
| Payments & pricing (10%) | 25 | 20 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 82 | 80 |
| Transparency & trust (7%) | 66 | 89 |