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# SWE-bench Verified (Epoch AI)

33 models with a score. Leader: Opus 4.7 with 83.5 %.

| Benchmark profile |  |
|---|---|
| Task | allgemein - Fehlerbehebung in echten Code-Repositories |
| Metric | Anteil geloester Aufgaben aus 500 geprueften GitHub-Issues, eigener Agentenrahmen von Epoch |
| Direction | ↑ higher is better |
| Limitation | Nur 6 Katalogmodelle gemessen, meist mit hoher Reasoning-Stufe - kleine und offene Modelle fehlen fast ganz. Werte haengen am Agentenrahmen und sind mit der offiziellen swebench.com-Rangliste nicht vergleichbar. Fuer die Anreicherung das fernste Signal. |
| As of | 14 Sept 2026 |
| Source | [epoch.ai](https://epoch.ai/benchmarks) |
| Licence | CC BY 4.0 — Epoch AI |

## Ranking (33)

| Model | Rank | Score | Developer | EU processing: Input | EU processing: Output | all providers: Input | all providers: Output | Open weights | GPU memory (4-bit, derived) |
|---|---:|---:|---|---:|---:|---:|---:|---|---:|
| [Opus 4.7](https://models.searchit-agent.ai/en/models/claude-opus-4-7/) | 1 | **83.5 %** | Anthropic | €4.88 | €24.40 | €2.24 | €11.20 | – no | – |
| [Gemini 3.5 Flash](https://models.searchit-agent.ai/en/models/gemini-3-5-flash/) | 2 | **79.3 %** | Google | €1.48 | €8.89 | €0.67 | €4.03 | – no | – |
| [glm-5.2](https://models.searchit-agent.ai/en/models/glm-5-2/) | 3 | **78.7 %** | Z.ai | €0.81 | €2.91 | €0.15 | €0.48 | ✓ yes | [from 419 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-8x) |
| [Opus 4.6](https://models.searchit-agent.ai/en/models/claude-opus-4-6/) | 3 | **78.7 %** | Anthropic | €4.77 | €23.84 | €2.24 | €11.20 | – no | – |
| [DeepSeek V4 Pro](https://models.searchit-agent.ai/en/models/deepseek-v4-pro/) | 5 | **77.6 %** | DeepSeek | €0.90 | €1.79 | €0.90 | €1.79 | ✓ yes | [from 884 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-rechenzentrum) |
| [Qwen 3.7 Max](https://models.searchit-agent.ai/en/models/qwen3-7-max/) | 6 | **77.3 %** | Alibaba Cloud | – | – | €1.12 | €3.36 | – no | – |
| [GPT-5.4](https://models.searchit-agent.ai/en/models/gpt-5-4/) | 7 | **76.9 %** | OpenAI | €2.60 | €13.87 | €1.12 | €6.72 | – no | – |
| [Kimi K2.6](https://models.searchit-agent.ai/en/models/kimi-k2-6/) | 8 | **76.7 %** | Moonshot AI | €0.43 | €2.67 | €0.35 | €1.61 | ✓ yes | [from 569 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-8x) |
| [Opus 4.5](https://models.searchit-agent.ai/en/models/claude-opus-4-5/) | 8 | **76.7 %** | Anthropic | €4.77 | €23.85 | €2.24 | €11.20 | – no | – |
| [gemini-3.1-pro-preview-customtools](https://models.searchit-agent.ai/en/models/gemini-3-1-pro-preview-customtools/) | 10 | **75.6 %** | Google | – | – | €0.90 | €5.37 | – no | – |
| [Gemini 3 Flash Preview](https://models.searchit-agent.ai/en/models/gemini-3-flash-preview/) | 11 | **75.4 %** | Google | – | – | €0.22 | €1.34 | – no | – |
| [Claude Sonnet 4.6](https://models.searchit-agent.ai/en/models/claude-sonnet-4-6/) | 12 | **75.2 %** | Anthropic | €2.87 | €14.31 | €1.34 | €6.72 | – no | – |
| [GPT-5.3 Codex](https://models.searchit-agent.ai/en/models/gpt-5-3-codex/) | 13 | **74.8 %** | OpenAI | – | – | €1.57 | €12.54 | – no | – |
| [GLM 5.1](https://models.searchit-agent.ai/en/models/glm-5-1/) | 14 | **74.2 %** | Z.ai | €1.24 | €3.90 | €0.81 | €2.60 | ✓ yes | [from 419 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-8x) |
| [GPT-5.2](https://models.searchit-agent.ai/en/models/gpt-5-2/) | 15 | **73.8 %** | OpenAI | €1.72 | €13.79 | €0.78 | €6.27 | – no | – |
| [Kimi K2.5 (Retiring)](https://models.searchit-agent.ai/en/models/kimi-k2-5/) | 15 | **73.8 %** | Moonshot AI | €0.58 | €3.22 | €0.27 | €1.34 | ✓ yes | [from 554 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-8x) |
| [gpt-5](https://models.searchit-agent.ai/en/models/gpt-5/) | 17 | **73.6 %** | OpenAI | €0.62 | €4.93 | €0.56 | €4.48 | – no | – |
| [GPT-5 2025-08-07](https://models.searchit-agent.ai/en/models/gpt-5-2025-08-07/) | 17 | **73.6 %** | OpenAI | – | – | €0.56 | €4.48 | – no | – |
| [Claude Opus 4.1 (retired, except on Claude Models on Google Cloud (Google managed) and Bedrock)](https://models.searchit-agent.ai/en/models/claude-opus-4-1/) | 19 | **73.3 %** | Anthropic | – | – | €6.72 | €33.59 | – no | – |
| [GLM-5](https://models.searchit-agent.ai/en/models/glm-5/) | 20 | **72.1 %** | Z.ai | €1.15 | €3.68 | €0.45 | €1.43 | – | – |
| [Sonnet 4.5](https://models.searchit-agent.ai/en/models/claude-sonnet-4-5/) | 21 | **71.3 %** | Anthropic | €2.68 | €13.42 | €1.34 | €6.72 | – no | – |
| [Claude Opus 4 (retired, except on Claude Models on Google Cloud (Google managed))](https://models.searchit-agent.ai/en/models/claude-opus-4/) | 22 | **70.7 %** | Anthropic | – | – | €6.72 | €33.59 | – no | – |
| [gpt-5.1](https://models.searchit-agent.ai/en/models/gpt-5-1/) | 23 | **68 %** | OpenAI | €1.23 | €9.84 | €0.56 | €4.48 | – no | – |
| [GPT-5 mini](https://models.searchit-agent.ai/en/models/gpt-5-mini/) | 24 | **64.7 %** | OpenAI | €0.25 | €1.97 | €0.11 | €0.90 | – no | – |
| [o3](https://models.searchit-agent.ai/en/models/o3/) | 25 | **62.3 %** | OpenAI | – | – | €0.90 | €3.58 | – no | – |
| [o3 2025-04-16](https://models.searchit-agent.ai/en/models/o3-2025-04-16/) | 25 | **62.3 %** | OpenAI | €0.99 | €3.94 | €0.90 | €3.58 | – no | – |
| [Claude 3.7 Sonnet](https://models.searchit-agent.ai/en/models/claude-3-7-sonnet/) | 27 | **61 %** | Anthropic | – | – | €1.34 | €6.72 | – | – |
| [Qwen 3.6 Plus](https://models.searchit-agent.ai/en/models/qwen3-6-plus/) | 28 | **57.9 %** | Alibaba Cloud | – | – | €0.45 | €2.69 | – no | – |
| [Gemini 2.5 Pro](https://models.searchit-agent.ai/en/models/gemini-2-5-pro/) | 29 | **57.6 %** | Google | €1.34 | €8.94 | €0.56 | €4.48 | – no | – |
| [GPT-4.1](https://models.searchit-agent.ai/en/models/gpt-4-1/) | 30 | **48.5 %** | OpenAI | €1.97 | €7.87 | €0.90 | €3.58 | – no | – |
| [GPT-4.1-2025-04-14](https://models.searchit-agent.ai/en/models/gpt-4-1-2025-04-14/) | 30 | **48.5 %** | OpenAI | €0.99 | €3.94 | €0.90 | €3.58 | – no | – |
| [GPT-4o](https://models.searchit-agent.ai/en/models/gpt-4o/) | 32 | **31 %** | OpenAI | €2.39 | €9.55 | €1.12 | €4.48 | – no | – |
| [GPT-4o-2024-1120](https://models.searchit-agent.ai/en/models/gpt-4o-2024-1120/) | 32 | **31 %** | OpenAI | €2.46 | €9.85 | €1.12 | €4.48 | – no | – |

_Equal scores share a rank. When filtering, the rank stays the position in the whole list. GPU memory “from …” is a lower bound (parameters × 0.55 GB + 4 GB). Prices: € per 1M tokens. Source: providers' pricing pages, read and checked by searchit. As of 7 Nov 2026._

## Price and performance

33 models with a price: vertical the score (top = better), horizontal the blended price of the cheapest offer. Filled dots are also available with processing in the EU.

_Scores: SWE-bench Verified (Epoch AI), CC BY 4.0 — Epoch AI. Taken unchanged from the source._

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Prices as of 7 Nov 2026. Providers' list prices, without guarantee.