# Axolotl vs Nebius Token Factory fine-tuning (slim)

> Axolotl scores 64.8 (B) on agent readiness against Nebius Token Factory fine-tuning's 47.7 (D), and leads in 5 of 7 scored categories. Nebius Token Factory fine-tuning leads on transparency & trust. Both do finetune sft. Category scores, facts, verdicts and agent notes side by…

- Full: https://www.anchorterminal.com/compare/axolotl-vs-nebius-token-factory-fine-tuning.md (~2,450 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/axolotl-vs-nebius-token-factory-fine-tuning.json · canonical https://www.anchorterminal.com/compare/axolotl-vs-nebius-token-factory-fine-tuning
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

Axolotl scores 64.8 (B) on agent readiness against Nebius Token Factory fine-tuning's 47.7 (D), and leads in 5 of 7 scored categories. Nebius Token Factory fine-tuning leads on transparency & trust. Both do finetune sft.

- Axolotl: B 64.8, rank #307 of 842 · https://www.anchorterminal.com/tools/axolotl.min.md
- Nebius Token Factory fine-tuning: D 47.7, rank #738 of 842 · https://www.anchorterminal.com/tools/nebius-token-factory-fine-tuning.min.md
- Axolotl, good for A team that wants a repeatable, config-driven fine-tune of an open model on its own or rented GPUs, including multi-GPU and multi-node runs. Ahead on Reliability, 64 against 45; Schema & documentation, 80 against 68; Agent ergonomics, 60 against 51; Payments & pricing, 60 against 0; Maintenance & community, 88 against 61. Also No key needed to call it; Open source.
- Nebius Token Factory fine-tuning, good for Teams that want supervised LoRA or full fine-tuning of a wide list of open models, up to Qwen3 Coder 480B and DeepSeek, through OpenAI-style calls, with EU storage and the weights to take away. Ahead on Transparency & trust, 79 against 56. Also A hosted endpoint, with nothing to install.

| Category | Axolotl | Nebius Token Factory fine-tuning |
| --- | --- | --- |
| Reliability (16%) | 64 | 45 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 80 | 68 |
| Agent ergonomics (13%) | 60 | 51 |
| Security & auth (14%) | 52 | 52 |
| Payments & pricing (10%) | 60 | 0 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 88 | 61 |
| Transparency & trust (7%) | 56 | 79 |

| Fact (where they differ) | Axolotl | Nebius Token Factory fine-tuning |
| --- | --- | --- |
| Kind | Agent framework | HTTP API |
| Vendor | Axolotl AI | Nebius |
| Hosted endpoint | no (local only) | `https://api.tokenfactory.nebius.com/v1` |
| Transports |  | HTTP |
| Auth | None | API key |
| Pricing | Free | Pay per use |
| Licence | Apache-2.0 | Proprietary service (cookbook examples MIT) |
| llms.txt | no | yes |
| Terms last updated | no document linked | 2026-09-28 |
| Privacy policy last updated | no document linked | 2026-09-23 |
| Customer content may train models |  | not found in the text |
| Terms restrict automated access |  | not found in the text |
| Terms restrict benchmarking |  | yes |
| Terms or service can change without notice |  | not found in the text |
| Arbitration or class-action waiver |  | yes |
| Popularity | 13k stars, 2.1k PyPI/wk | none |