# Microsoft Foundry fine-tuning (Azure OpenAI) vs Fireworks AI Fine-tuning (slim)

> Microsoft Foundry fine-tuning (Azure OpenAI) has a score of 61.4 (C) against Fireworks AI Fine-tuning's 59.2 (C). Both do finetune sft. The largest gap is agent ergonomics, 28 points. Category scores, facts, verdicts and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/azure-foundry-fine-tuning-vs-fireworks-fine-tuning.md (~1,650 tokens) · this version ~380 tokens · JSON https://www.anchorterminal.com/compare/azure-foundry-fine-tuning-vs-fireworks-fine-tuning.json · canonical https://www.anchorterminal.com/compare/azure-foundry-fine-tuning-vs-fireworks-fine-tuning
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-04

Microsoft Foundry fine-tuning (Azure OpenAI) has a score of 61.4 (C) against Fireworks AI Fine-tuning's 59.2 (C). Both do finetune sft. The largest gap is agent ergonomics, 28 points.

- Microsoft Foundry fine-tuning (Azure OpenAI): C 61.4, rank #228 of 452 · https://www.anchorterminal.com/tools/azure-foundry-fine-tuning.min.md
- Fireworks AI Fine-tuning: C 59.2, rank #269 of 452 · https://www.anchorterminal.com/tools/fireworks-fine-tuning.min.md
- Pick Microsoft Foundry fine-tuning (Azure OpenAI) for reliability (+10), security & auth (+20), transparency & trust (+22). Pick Fireworks AI Fine-tuning for schema & documentation (+10), agent ergonomics (+28), payments & pricing (+5), maintenance & community (+27).

| Category | Microsoft Foundry fine-tuning (Azure OpenAI) | Fireworks AI Fine-tuning |
| --- | --- | --- |
| Reliability (16%) | 65 | 55 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 67 | 77 |
| Agent ergonomics (13%) | 47 | 75 |
| Security & auth (14%) | 85 | 65 |
| Payments & pricing (10%) | 20 | 25 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 55 | 82 |
| Transparency & trust (7%) | 88 | 66 |