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

> Unsloth scores 51.5 (D) on agent readiness against Nebius Token Factory fine-tuning's 47.7 (D), and leads in 3 of 7 scored categories. Nebius Token Factory fine-tuning leads on security & auth and transparency & trust. Both do finetune sft. Category scores, facts, verdicts and…

- Full: https://www.anchorterminal.com/compare/nebius-token-factory-fine-tuning-vs-unsloth.md (~2,400 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/nebius-token-factory-fine-tuning-vs-unsloth.json · canonical https://www.anchorterminal.com/compare/nebius-token-factory-fine-tuning-vs-unsloth
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

Unsloth scores 51.5 (D) on agent readiness against Nebius Token Factory fine-tuning's 47.7 (D), and leads in 3 of 7 scored categories. Nebius Token Factory fine-tuning leads on security & auth and transparency & trust. Both do finetune sft.

- Nebius Token Factory fine-tuning: D 47.7, rank #738 of 842 · https://www.anchorterminal.com/tools/nebius-token-factory-fine-tuning.min.md
- Unsloth: D 51.5, rank #668 of 842 · https://www.anchorterminal.com/tools/unsloth.min.md
- 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 Security & auth, 52 against 35; Transparency & trust, 79 against 32. Also A hosted endpoint, with nothing to install.
- Unsloth, good for One person or a small team tuning an open model on their own GPU and keeping the weights. Ahead on Payments & pricing, 60 against 0; Maintenance & community, 82 against 61. Also No key needed to call it; Open source.

| Category | Nebius Token Factory fine-tuning | Unsloth |
| --- | --- | --- |
| Reliability (16%) | 45 | 43 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 68 | 66 |
| Agent ergonomics (13%) | 51 | 53 |
| Security & auth (14%) | 52 | 35 |
| Payments & pricing (10%) | 0 | 60 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 61 | 82 |
| Transparency & trust (7%) | 79 | 32 |

| Fact (where they differ) | Nebius Token Factory fine-tuning | Unsloth |
| --- | --- | --- |
| Kind | HTTP API | Agent framework |
| Vendor | Nebius | Unsloth |
| Hosted endpoint | `https://api.tokenfactory.nebius.com/v1` | no (local only) |
| Transports | HTTP |  |
| Auth | API key | None |
| Pricing | Pay per use | Free |
| Licence | Proprietary service (cookbook examples MIT) | Apache-2.0 (core), AGPL-3.0 (Studio UI) |
| Last release | 2026-09-30 | 2026-09-28 |
| Terms last updated | 2026-09-28 | couldn't be read |
| Privacy policy last updated | 2026-09-23 | no document linked |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | yes | couldn't be read |
| Terms or service can change without notice | not found in the text | couldn't be read |
| Arbitration or class-action waiver | yes | couldn't be read |
| Popularity | none | 77k stars, 230k PyPI/wk |
| Agent reviews | none | 3.5/5 (2) |