長上下文大模型(256K tokens 以上)
上下視窗 ≥256K tokens 的模型,按上下文從大到小 · 共 184 個 · 資料更新於 2026-08-13
長上下文模型適合處理整本小說、長篇法律合同、海量程式碼庫等超長文本場景。各家對「長上下文」的支援質量不一,實際可用長度可能低於標稱,請以官方評測為準。
| 模型 | 輸入 | 輸出 | 快取讀 | 快取寫 | 上下文 | 最大輸出 | 能力 |
|---|---|---|---|---|---|---|---|
| Auto Router | $-1000000.00 | $-1000000.00 | — | — | 2M | — | 工具呼叫視覺檔案音訊推理結構化 |
| Auto Router (Beta) | $-1000000.00 | $-1000000.00 | — | — | 2M | — | 工具呼叫視覺檔案音訊推理結構化 |
| Pareto Code Router | $-1000000.00 | $-1000000.00 | — | — | 2M | — | |
| Grok 4.20 | $1.25 | $2.50 | $0.20 | — | 2M | — | 工具呼叫視覺檔案推理結構化 |
| Grok 4.20 Multi-Agent | $1.25 | $2.50 | $0.20 | — | 2M | — | 視覺檔案推理結構化 |
| Llama 4 Scout | $0.10 | $0.30 | — | — | 1.31M | 16K | 工具呼叫視覺結構化 |
| GPT-5.6 Luna | $0.10 | $0.60 | $0.01 | $0.13 | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.6 Luna Pro | $0.10 | $0.60 | $0.01 | $0.13 | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| MiMo-V2.5 ≈¥0.95/¥1.9 | $0.14 | $0.28 | $0.00 | — | 1.05M | 131K | 工具呼叫視覺音訊推理結構化 |
| MiMo-V2.5-Pro ≈¥2.95/¥5.91 | $0.43 | $0.87 | $0.00 | — | 1.05M | 131K | 工具呼叫推理結構化 |
| GPT-5.6 Terra | $1.00 | $6.00 | $0.10 | $1.25 | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.6 Terra Pro | $1.00 | $6.00 | $0.10 | $1.25 | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.4 | $2.50 | $15.00 | $0.25 | — | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.5 | $5.00 | $30.00 | $0.50 | — | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.6 Sol | $5.00 | $30.00 | $0.50 | $6.25 | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.6 Sol Pro | $5.00 | $30.00 | $0.50 | $6.25 | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.4 Pro | $30.00 | $180.00 | — | — | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.5 Pro | $30.00 | $180.00 | — | — | 1.05M | 128K | 工具呼叫視覺檔案推理結構化 |
| LongCat 2.0 | $0.30 | $1.20 | $0.01 | — | 1.05M | 262K | 工具呼叫推理 |
| Lyria 3 Clip Preview | $0.00 | $0.00 | — | — | 1.05M | 66K | 視覺 |
| Lyria 3 Pro Preview | $0.00 | $0.00 | — | — | 1.05M | 66K | 視覺 |
| GLM 5.2 ≈¥0.48/¥1.49 | $0.07 | $0.22 | $0.01 | — | 1.05M | 131K | 工具呼叫推理結構化 |
| DeepSeek V4 Flash 0731 ≈¥0.54/¥1.22 | $0.08 | $0.18 | $0.02 | — | 1.05M | 384K | 工具呼叫推理結構化 |
| Laguna S 2.1 | $0.09 | $0.18 | $0.01 | — | 1.05M | 131K | 工具呼叫推理 |
| Gemini 2.5 Flash Lite | $0.10 | $0.40 | $0.01 | $0.08 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| DeepSeek V4 Flash 0423 官方人民幣 ¥1/¥2 | $0.14 | $0.28 | $0.03 | — | 1.05M | 393K | 工具呼叫推理結構化 |
| Llama Guard 4 12B | $0.18 | $0.18 | — | — | 1.05M | 16K | 視覺 |
| Llama 4 Maverick | $0.20 | $0.70 | — | — | 1.05M | — | 工具呼叫視覺結構化 |
| Gemini 3.1 Flash Lite | $0.25 | $1.50 | $0.03 | $0.08 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 3.1 Flash Lite Preview | $0.25 | $1.50 | $0.03 | $0.08 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 2.5 Flash | $0.30 | $2.50 | $0.03 | $0.08 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 3.5 Flash Lite | $0.30 | $2.50 | $0.03 | $0.08 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| MiniMax M3 官方人民幣 ¥2.1/¥8.4 | $0.30 | $1.20 | $0.06 | — | 1.05M | 512K | 工具呼叫視覺推理結構化 |
| Gemini 3.7 Flash | $0.38 | $1.88 | $0.04 | $0.02 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| DeepSeek V4 Pro 0813 ≈¥2.95/¥5.91 | $0.43 | $0.87 | $0.00 | — | 1.05M | 384K | 工具呼叫推理結構化 |
| Gemini 3 Flash Preview | $0.50 | $3.00 | $0.05 | $0.08 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 3.6 Flash | $0.75 | $3.75 | $0.07 | $0.04 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Doubao Seed Evolving 官方人民幣 ¥6/¥30 | $0.88 | $4.41 | $0.18 | — | 1.05M | 262K | 視覺 |
| Inkling | $0.95 | $4.05 | $0.16 | — | 1.05M | 262K | 工具呼叫視覺音訊推理 |
| DeepSeek V4 Pro 官方人民幣 ¥3/¥6 | $1.17 | $2.34 | $0.10 | — | 1.05M | 393K | 工具呼叫推理結構化 |
| Gemini 2.5 Pro | $1.25 | $10.00 | $0.13 | $0.38 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 2.5 Pro Preview 05-06 | $1.25 | $10.00 | $0.13 | $0.38 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 2.5 Pro Preview 06-05 | $1.25 | $10.00 | $0.13 | $0.38 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Muse Spark 1.1 | $1.25 | $4.25 | $0.15 | — | 1.05M | — | 工具呼叫視覺檔案音訊推理結構化 |
| Muse Spark 1.2 | $1.25 | $4.25 | $0.15 | — | 1.05M | — | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 3.5 Flash | $1.50 | $9.00 | $0.15 | $0.08 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 3.1 Pro Preview | $2.00 | $12.00 | $0.20 | $0.38 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Gemini 3.1 Pro Preview Custom Tools | $2.00 | $12.00 | $0.20 | $0.38 | 1.05M | 66K | 工具呼叫視覺檔案音訊推理結構化 |
| Kimi K3 ≈¥20.37/¥101.85 | $3.00 | $15.00 | $0.30 | — | 1.05M | — | 工具呼叫視覺推理結構化 |
| GPT-4.1 Nano | $0.10 | $0.40 | $0.03 | — | 1.05M | 33K | 工具呼叫視覺檔案結構化 |
| GPT-4.1 Mini | $0.40 | $1.60 | $0.10 | — | 1.05M | 33K | 工具呼叫視覺檔案結構化 |
| GPT-4.1 | $2.00 | $8.00 | $0.50 | — | 1.05M | 33K | 工具呼叫視覺檔案結構化 |
| Palmyra X5 | $0.60 | $6.00 | — | — | 1.04M | 8K | |
| UnslopNemo 12B | $0.40 | $0.40 | — | — | 1.02M | 1.02M | 工具呼叫結構化 |
| MiniMax-01 ≈¥1.36/¥7.47 | $0.20 | $1.10 | — | — | 1M | 1M | 視覺 |
| Fusion | $-1000000.00 | $-1000000.00 | — | — | 1M | — | |
| Qwen3.7 Flash ≈¥0.2/¥0.88 | $0.03 | $0.13 | $0.01 | $0.04 | 1M | 66K | 工具呼叫視覺推理 |
| Qwen3.5-Flash ≈¥0.44/¥1.77 | $0.07 | $0.26 | — | — | 1M | 66K | 工具呼叫視覺推理結構化 |
| Nemotron 3 Super | $0.09 | $0.40 | — | — | 1M | 16K | 工具呼叫推理結構化 |
| Nemotron 3.5 Lightning | $0.10 | $0.25 | $0.05 | — | 1M | 262K | 工具呼叫推理結構化 |
| Qwen3.6 Flash ≈¥1.27/¥7.64 | $0.19 | $1.13 | — | $0.23 | 1M | 66K | 工具呼叫視覺推理結構化 |
| Qwen3 Coder Flash ≈¥1.32/¥6.62 | $0.20 | $0.97 | $0.04 | $0.24 | 1M | 66K | 工具呼叫 |
| Qwen Plus 0728 ≈¥1.77/¥5.3 | $0.26 | $0.78 | — | — | 1M | 33K | 工具呼叫結構化 |
| Qwen-Plus ≈¥1.77/¥5.3 | $0.26 | $0.78 | $0.05 | $0.33 | 1M | 33K | 工具呼叫結構化 |
| Qwen3.5 Plus 2026-02-15 ≈¥1.77/¥10.59 | $0.26 | $1.56 | — | — | 1M | 66K | 工具呼叫視覺推理結構化 |
| Nova 2 Lite | $0.30 | $2.50 | — | — | 1M | 66K | 工具呼叫視覺檔案推理 |
| Qwen3.5 Plus 2026-04-20 ≈¥2.04/¥12.22 | $0.30 | $1.80 | — | $0.38 | 1M | 66K | 工具呼叫視覺推理結構化 |
| Qwen3.7 Plus ≈¥2.17/¥8.69 | $0.32 | $1.28 | $0.06 | $0.40 | 1M | 131K | 工具呼叫視覺推理結構化 |
| Qwen3.6 Plus ≈¥2.21/¥13.24 | $0.33 | $1.95 | — | $0.41 | 1M | 66K | 工具呼叫視覺推理結構化 |
| MiniMax M1 ≈¥3.73/¥14.94 | $0.55 | $2.20 | — | — | 1M | 40K | 工具呼叫推理 |
| Qwen3 Coder Plus ≈¥4.41/¥22.07 | $0.65 | $3.25 | $0.13 | $0.81 | 1M | 66K | 工具呼叫結構化 |
| Grok 4.3 | $1.25 | $2.50 | $0.20 | — | 1M | — | 工具呼叫視覺檔案推理結構化 |
| Qwen3.7 Max ≈¥10.02/¥30.05 | $1.48 | $4.42 | $0.29 | $1.84 | 1M | 131K | 工具呼叫推理結構化 |
| Claude Sonnet 5 | $2.00 | $10.00 | $0.20 | $2.50 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Qwen3.8 2.4T A95B ≈¥13.58/¥40.74 | $2.00 | $6.00 | $0.25 | — | 1M | 262K | 工具呼叫推理結構化 |
| Qwen3.8 Max ≈¥13.58/¥40.74 | $2.00 | $6.00 | $0.25 | $2.50 | 1M | 131K | 工具呼叫視覺推理結構化 |
| Nova Premier 1.0 | $2.50 | $12.50 | $0.63 | — | 1M | 32K | 工具呼叫視覺 |
| Claude Sonnet 4 | $3.00 | $15.00 | $0.30 | $3.75 | 1M | 64K | 工具呼叫視覺檔案推理 |
| Claude Sonnet 4.5 | $3.00 | $15.00 | $0.30 | $3.75 | 1M | 64K | 工具呼叫視覺檔案推理結構化 |
| Claude Sonnet 4.6 | $3.00 | $15.00 | $0.30 | $3.75 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Claude Opus 4.6 | $5.00 | $25.00 | $0.50 | $6.25 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Claude Opus 4.7 | $5.00 | $25.00 | $0.50 | $6.25 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Claude Opus 4.8 | $5.00 | $25.00 | $0.50 | $6.25 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Claude Opus 5 | $5.00 | $25.00 | $0.50 | $6.25 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Fugu Ultra | $5.00 | $30.00 | $0.50 | — | 1M | 128K | 工具呼叫視覺推理結構化 |
| Claude Fable 5 | $10.00 | $50.00 | $1.00 | $12.50 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Claude Opus 4.8 (Fast) | $10.00 | $50.00 | $1.00 | $12.50 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Claude Opus 5 (Fast) | $10.00 | $50.00 | $1.00 | $12.50 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Claude Opus 4.7 (Fast) | $30.00 | $150.00 | $3.00 | $37.50 | 1M | 128K | 工具呼叫視覺檔案推理結構化 |
| Solar Pro 4 | $0.03 | $0.12 | $0.01 | — | 524K | 131K | 工具呼叫推理結構化 |
| Inkling Small | $0.45 | $1.20 | $0.10 | — | 524K | 262K | 工具呼叫視覺音訊推理結構化 |
| Nemotron 3 Ultra | $0.60 | $3.60 | $0.20 | — | 512K | — | 工具呼叫推理結構化 |
| Grok 4.5 | $2.00 | $6.00 | $0.30 | — | 500K | — | 工具呼叫視覺檔案推理結構化 |
| Grok 4.6 | $2.00 | $6.00 | $0.50 | — | 500K | — | 工具呼叫視覺檔案推理結構化 |
| GPT-5 Nano | $0.05 | $0.40 | $0.01 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.4 Nano | $0.20 | $1.25 | $0.02 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5 Mini | $0.25 | $2.00 | $0.03 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.1-Codex-Mini | $0.25 | $2.00 | $0.03 | — | 400K | 128K | 工具呼叫視覺推理結構化 |
| GPT-5.4 Mini | $0.75 | $4.50 | $0.07 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5 | $1.25 | $10.00 | $0.13 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.1 | $1.25 | $10.00 | $0.13 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.1-Codex | $1.25 | $10.00 | $0.13 | — | 400K | 128K | 工具呼叫視覺推理結構化 |
| GPT-5.1-Codex-Max | $1.25 | $10.00 | $0.13 | — | 400K | 128K | 工具呼叫視覺推理結構化 |
| GPT-5.2 | $1.75 | $14.00 | $0.17 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.2-Codex | $1.75 | $14.00 | $0.17 | — | 400K | 128K | 工具呼叫視覺推理結構化 |
| GPT-5.3-Codex | $1.75 | $14.00 | $0.17 | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5 Image Mini | $2.50 | $2.00 | $0.25 | — | 400K | 128K | 視覺檔案推理結構化 |
| GPT Chat Latest | $5.00 | $30.00 | $0.50 | — | 400K | 128K | 工具呼叫視覺檔案結構化 |
| GPT-5 Image | $10.00 | $10.00 | $1.25 | — | 400K | 128K | 視覺檔案推理結構化 |
| GPT-5 Pro | $15.00 | $120.00 | — | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| GPT-5.2 Pro | $21.00 | $168.00 | — | — | 400K | 128K | 工具呼叫視覺檔案推理結構化 |
| Nova Lite 1.0 | $0.06 | $0.24 | — | — | 300K | 5K | 工具呼叫視覺 |
| Nova Pro 1.0 | $0.80 | $3.20 | — | — | 300K | 5K | 工具呼叫視覺 |
| GPT-5.4 Image 2 | $8.00 | $15.00 | $2.00 | — | 272K | 128K | 視覺檔案推理結構化 |
| Ling-2.6-flash | $0.01 | $0.03 | $0.00 | — | 262K | 33K | 工具呼叫結構化 |
| Ling-3.0-flash | $0.02 | $0.06 | $0.00 | — | 262K | 33K | 工具呼叫推理 |
| Nex-N2-Mini | $0.03 | $0.10 | $0.00 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Qwen3 30B A3B Instruct 2507 ≈¥0.33/¥1.31 | $0.05 | $0.19 | — | — | 262K | 32K | 工具呼叫結構化 |
| Nemotron 3 Nano 30B A3B | $0.05 | $0.20 | $0.03 | — | 262K | 228K | 工具呼叫推理結構化 |
| Laguna XS 2.1 | $0.06 | $0.12 | $0.03 | — | 262K | 33K | 工具呼叫推理 |
| Hy3 preview ≈¥0.43/¥1.43 | $0.06 | $0.21 | $0.02 | — | 262K | — | 工具呼叫推理 |
| Qwen3 Coder 30B A3B Instruct ≈¥0.48/¥1.9 | $0.07 | $0.28 | — | — | 262K | 262K | 工具呼叫結構化 |
| Seed 1.6 Flash 官方人民幣 ¥0.15/¥1.5 | $0.07 | $0.30 | — | — | 262K | 33K | 工具呼叫視覺推理結構化 |
| Ling-2.6-1T | $0.07 | $0.63 | $0.01 | — | 262K | 33K | 工具呼叫結構化 |
| Ring-2.6-1T | $0.07 | $0.63 | $0.01 | — | 262K | 66K | 工具呼叫推理 |
| Gemma 3 27B | $0.08 | $0.45 | $0.04 | — | 262K | 131K | 工具呼叫視覺結構化 |
| Qwen3 235B A22B Instruct 2507 ≈¥0.61/¥3.73 | $0.09 | $0.55 | — | — | 262K | 16K | 工具呼叫結構化 |
| Seed-2.0-Mini 官方人民幣 ¥0.2/¥2 | $0.10 | $0.40 | — | — | 262K | 131K | 工具呼叫視覺推理結構化 |
| Gemma 4 31B | $0.10 | $0.34 | $0.10 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Qwen3 Next 80B A3B Instruct ≈¥0.68/¥7.47 | $0.10 | $1.10 | $0.07 | — | 262K | 262K | 工具呼叫結構化 |
| Qwen3.5-9B ≈¥0.68/¥1.02 | $0.10 | $0.15 | — | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Step 3.5 Flash ≈¥0.68/¥2.04 | $0.10 | $0.30 | — | — | 262K | 66K | 工具呼叫推理 |
| Qwen3 VL 8B Instruct ≈¥0.79/¥3.09 | $0.12 | $0.46 | — | — | 262K | 33K | 工具呼叫視覺結構化 |
| Gemma 4 26B A4B | $0.12 | $0.40 | $0.05 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Qwen3 Coder Next ≈¥0.81/¥5.43 | $0.12 | $0.80 | $0.07 | — | 262K | 262K | 工具呼叫結構化 |
| Hy3 ≈¥0.9/¥3.59 | $0.13 | $0.53 | $0.03 | — | 262K | 128K | 工具呼叫推理結構化 |
| Ministral 3 8B 2512 | $0.15 | $0.15 | $0.01 | — | 262K | — | 工具呼叫視覺結構化 |
| Mistral Small 4 | $0.15 | $0.60 | $0.01 | — | 262K | — | 工具呼叫視覺推理結構化 |
| Qwen3 Next 80B A3B Thinking ≈¥1.02/¥8.15 | $0.15 | $1.20 | — | — | 262K | 33K | 工具呼叫推理結構化 |
| Qwen3 VL 30B A3B Instruct ≈¥1.02/¥4.07 | $0.15 | $0.60 | — | — | 262K | 16K | 工具呼叫視覺結構化 |
| Qwen3.6 35B A3B ≈¥1.02/¥6.79 | $0.15 | $1.00 | $0.05 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Qwen3.5-27B ≈¥1.32/¥10.59 | $0.20 | $1.56 | — | — | 262K | 66K | 工具呼叫視覺推理結構化 |
| Ministral 3 14B 2512 | $0.20 | $0.20 | $0.02 | — | 262K | — | 工具呼叫視覺結構化 |
| Qwen3 VL 30B A3B Thinking ≈¥1.36/¥16.3 | $0.20 | $2.40 | — | — | 262K | 33K | 工具呼叫視覺推理結構化 |
| Step 3.7 Flash 官方人民幣 ¥1.35/¥8.1 | $0.20 | $1.15 | $0.04 | — | 262K | 256K | 工具呼叫視覺推理結構化 |
| Trinity Large Thinking | $0.22 | $0.85 | $0.06 | — | 262K | 262K | 工具呼叫推理結構化 |
| Qwen3 235B A22B Thinking 2507 ≈¥1.56/¥15.62 | $0.23 | $2.30 | — | — | 262K | — | 工具呼叫推理 |
| Seed 1.6 官方人民幣 ¥0.8/¥8 | $0.25 | $2.00 | — | — | 262K | 33K | 工具呼叫視覺推理結構化 |
| Seed-2.0-Lite 官方人民幣 ¥0.6/¥3.6 | $0.25 | $2.00 | — | — | 262K | 131K | 工具呼叫視覺推理結構化 |
| Nex-N2-Pro | $0.25 | $1.00 | $0.03 | — | 262K | 262K | 工具呼叫視覺推理 |
| Qwen3.5-35B-A3B ≈¥1.7/¥8.49 | $0.25 | $1.25 | $0.25 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Qwen3 VL 235B A22B Instruct ≈¥1.77/¥7.06 | $0.26 | $1.04 | — | — | 262K | 33K | 工具呼叫視覺結構化 |
| Qwen3.5-122B-A10B ≈¥1.97/¥16.3 | $0.29 | $2.40 | — | — | 262K | 82K | 工具呼叫視覺推理結構化 |
| KAT-Coder-Pro V2 | $0.30 | $1.20 | $0.06 | — | 262K | 80K | 工具呼叫結構化 |
| Qwen3 Coder 480B A35B ≈¥2.04/¥6.79 | $0.30 | $1.00 | $0.10 | — | 262K | 66K | 工具呼叫結構化 |
| Doubao Seed 2.1 Turbo 官方人民幣 ¥3/¥15 | $0.44 | $2.21 | $0.09 | — | 262K | 262K | 視覺 |
| Doubao Seed 2.0 Code 官方人民幣 ¥3.2/¥16 | $0.47 | $2.35 | $0.09 | — | 262K | 131K | 視覺 |
| Doubao Seed 2.0 Pro 官方人民幣 ¥3.2/¥16 | $0.47 | $2.35 | $0.09 | — | 262K | 131K | 視覺 |
| Seed 2.1 Turbo ≈¥3.4/¥16.98 | $0.50 | $2.50 | — | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Seed-2.0-Code ≈¥3.4/¥20.37 | $0.50 | $3.00 | — | — | 262K | 131K | 工具呼叫視覺推理結構化 |
| Mistral Large 3 2512 | $0.50 | $1.50 | $0.05 | — | 262K | — | 工具呼叫視覺檔案結構化 |
| Qwen3.5 397B A17B ≈¥3.4/¥24.44 | $0.50 | $3.60 | $0.30 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Kimi K2.6 官方人民幣 ¥6.5/¥27 | $0.56 | $2.36 | $0.09 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Kimi K2.5 ≈¥3.87/¥19.35 | $0.57 | $2.85 | $0.10 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Kimi K2 0905 ≈¥4.07/¥16.98 | $0.60 | $2.50 | — | — | 262K | 100K | 工具呼叫結構化 |
| Kimi K2 Thinking ≈¥4.07/¥16.98 | $0.60 | $2.50 | $0.15 | — | 262K | 100K | 工具呼叫推理結構化 |
| Qwen3.6 27B ≈¥4.07/¥24.44 | $0.60 | $3.60 | $0.12 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Kimi K2.7 Code ≈¥4.55/¥23.09 | $0.67 | $3.40 | $0.15 | — | 262K | 262K | 工具呼叫視覺推理結構化 |
| Qwen3 Max ≈¥5.3/¥26.48 | $0.78 | $3.90 | $0.16 | $0.97 | 262K | 66K | 工具呼叫結構化 |
| Qwen3 Max Thinking ≈¥5.3/¥26.48 | $0.78 | $3.90 | — | — | 262K | 66K | 工具呼叫推理結構化 |
| Doubao Seed 2.1 Pro 官方人民幣 ¥6/¥30 | $0.88 | $4.41 | $0.18 | — | 262K | 262K | 視覺 |
| Morph V3 Large | $0.90 | $1.90 | — | — | 262K | 131K | 結構化 |
| Sakana Namazu | $0.95 | $4.00 | $0.15 | — | 262K | 66K | 工具呼叫視覺檔案推理結構化 |
| Qwen3.6 Max Preview ≈¥6.97/¥41.84 | $1.03 | $6.16 | — | $1.28 | 262K | 66K | 工具呼叫推理結構化 |
| Mistral Medium 3.5 | $1.50 | $7.50 | — | — | 262K | — | 工具呼叫視覺檔案推理結構化 |
| Mistral Small 3.2 24B | $0.09 | $0.25 | — | — | 256K | 16K | 工具呼叫視覺結構化 |
| KAT-Coder-Air V2.5 | $0.15 | $0.60 | $0.03 | — | 256K | 80K | 工具呼叫結構化 |
| Codestral 2508 | $0.30 | $0.90 | $0.03 | — | 256K | — | 工具呼叫檔案結構化 |
| KAT-Coder-Pro V2.5 | $0.74 | $2.96 | $0.15 | — | 256K | 80K | 工具呼叫結構化 |
| Relace Apply 3 | $0.85 | $1.25 | — | — | 256K | 128K | |
| Relace Search | $1.00 | $3.00 | — | — | 256K | 128K | 工具呼叫 |
| Grok Build 0.1 | $1.00 | $2.00 | $0.20 | — | 256K | — | 工具呼叫視覺檔案推理結構化 |
| Jamba Large 1.7 | $2.00 | $8.00 | — | — | 256K | 4K | 工具呼叫 |
| Command A | $2.50 | $10.00 | — | — | 256K | 8K | 結構化 |
常見問題
上下文視窗越大越好嗎?
更大的視窗能一次性處理更長的文件或對話,但長上下文通常更貴,且模型對視窗中段資訊的利用未必充分(俗稱「中間遺忘」)。應按任務的實際需要來選。
長上下文和檢索增強(RAG)怎麼選?
長上下文把全部材料一次塞進請求,簡單但更貴;RAG 先檢索相關片段再餵給模型,省 token 但需搭建檢索系統。兩者常結合使用。
本切片按什麼標準篩選?
收錄上下文視窗不低於 256K tokens 的模型,按輸入價升序排列。視窗與價格以官方為準。
價格參考 OpenRouter 及各廠商公開頁面整理,以官方為準。