{ "as_of": "2026-10-18", "source_url": "https://www.tandiu.cn/enterprise-ai", "currency": "CNY", "deploy_model": { "key": "deepseek-v4-flash", "name": "DeepSeek V4.1 Flash", "api_input_cny_per_1m": 2.0085, "api_output_cny_per_1m": 8.0341 }, "input_output_ratio": 12.95, "api_blended_cny_per_1m": 2.441, "assumptions": { "work_hours_per_day": 10, "peak_factor": 2.0, "peak_note": "工作时段内负载不均匀, 按平均负载的 2 倍配置容量(即工作时段平均利用率约 50%)。", "throughput_note": "吞吐为按规格推算的保守估计，未经本站实测。参考上限：DeepSeek 官方披露其大规模专家并行集群中每台 H800 节点平均约 73.7k tok/s 输入（含缓存命中）、14.8k tok/s 输出；单机/小规模部署达不到这个水平。", "api_note": "API 成本按官方牌价、不计缓存命中折扣(编程 agent 实际缓存命中率常很高, 真实 API 成本通常更低), 是 API 方案的保守上限。", "private_cloud": { "hours_per_month": 730, "reserved_discount": 0.6, "note": "专属 GPU 集群 7×24 包年, 单价按按需时租的 60% 估(包年折扣假设)。" }, "local_deploy": { "amortize_months": 36, "pue": 1.4, "electricity_cny_per_kwh": 0.8, "ops_cny_per_node_month": 5000, "note": "整机 = 卡价(优先市场价) + CPU/内存/网络/存储等其他部件；36 个月直线折旧；电费按卡 TDP + 每台 1.2kW、PUE 1.4、¥0.8/kWh；运维按每台机器每月 ¥5,000 分摊。" }, "perf": { "k_decode": 1.7, "eta_prefill": 0.13, "pcie_factor": 0.6, "overhead": 1.2, "server_parts_cny": { "dc": 150000, "ws": 60000 }, "node_base_kw": 1.2, "note": "解码吞吐 = k_decode × 卡数 × 显存带宽 ÷ (激活参数 × 每参数字节)；预填充吞吐 = eta_prefill × 卡数 × FP16 稠密算力 ÷ (2 × 激活参数)；无 NVLink 的 PCIe 卡多卡再乘 pcie_factor。k/eta 按 8×H100 跑 DeepSeek 类 MoE 约 3.5k/40k tok/s(输出/输入)的保守量级校准。整机其他部件：数据中心机 ¥15万/8卡，工作站/消费级机 ¥6万/8卡，按卡数分摊。功耗 = 卡数 × TDP + 每台 1.2kW。" } }, "hardware": [ { "gpu_id": "b200", "gpu": "B200 180GB", "china_available": false, "precision": "FP8", "cards_per_replica": 2, "est_output_tok_s": 2092, "est_input_tok_s": 22500, "replica_hardware_cny": 850000, "price_basis": "市场价", "local_monthly_cny": 26742, "cny_per_1m_tokens_workhours_full": 2.579, "cny_per_1m_tokens_24x7_full": 0.769, "cny_per_1m_tokens_cloud_on_demand": 2.087 }, { "gpu_id": "h200", "gpu": "H200 141GB", "china_available": "政策反复调整，需以最新出口管制清单为准", "precision": "FP8", "cards_per_replica": 4, "est_output_tok_s": 2511, "est_input_tok_s": 19780, "replica_hardware_cny": 840000, "price_basis": "市场价", "local_monthly_cny": 28613, "cny_per_1m_tokens_workhours_full": 2.759, "cny_per_1m_tokens_24x7_full": 0.822, "cny_per_1m_tokens_cloud_on_demand": 3.699 }, { "gpu_id": "rtx5090", "gpu": "RTX 5090 32GB", "china_available": false, "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 2250, "est_input_tok_s": 10056, "replica_hardware_cny": 478400, "price_basis": "市场价", "local_monthly_cny": 23031, "cny_per_1m_tokens_workhours_full": 3.653, "cny_per_1m_tokens_24x7_full": 1.088, "cny_per_1m_tokens_cloud_on_demand": 0.98 }, { "gpu_id": "rtx4090d", "gpu": "RTX 4090D 24GB", "china_available": true, "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 1265, "est_input_tok_s": 7056, "replica_hardware_cny": 284000, "price_basis": "市场价", "local_monthly_cny": 16650, "cny_per_1m_tokens_workhours_full": 4.002, "cny_per_1m_tokens_24x7_full": 1.192, "cny_per_1m_tokens_cloud_on_demand": 1.192 }, { "gpu_id": "rtx5090d", "gpu": "RTX 5090D 24GB", "china_available": true, "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 1687, "est_input_tok_s": 7128, "replica_hardware_cny": 340000, "price_basis": "市场价", "local_monthly_cny": 19187, "cny_per_1m_tokens_workhours_full": 4.233, "cny_per_1m_tokens_24x7_full": 1.261, "cny_per_1m_tokens_cloud_on_demand": 1.401 }, { "gpu_id": "b300", "gpu": "B300 288GB", "china_available": false, "precision": "FP8", "cards_per_replica": 2, "est_output_tok_s": 2092, "est_input_tok_s": 22500, "replica_hardware_cny": 1787500, "price_basis": "市场价", "local_monthly_cny": 52947, "cny_per_1m_tokens_workhours_full": 5.107, "cny_per_1m_tokens_24x7_full": 1.522, "cny_per_1m_tokens_cloud_on_demand": 2.778 }, { "gpu_id": "h100_sxm", "gpu": "H100 SXM5 80GB", "china_available": false, "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 3505, "est_input_tok_s": 39560, "replica_hardware_cny": 2900000, "price_basis": "市场价", "local_monthly_cny": 91115, "cny_per_1m_tokens_workhours_full": 5.111, "cny_per_1m_tokens_24x7_full": 1.523, "cny_per_1m_tokens_cloud_on_demand": 1.83 }, { "gpu_id": "h800_sxm", "gpu": "H800 SXM 80GB", "china_available": false, "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 3505, "est_input_tok_s": 39560, "replica_hardware_cny": 2900000, "price_basis": "市场价", "local_monthly_cny": 91115, "cny_per_1m_tokens_workhours_full": 5.111, "cny_per_1m_tokens_24x7_full": 1.523, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "rtx_pro_6000", "gpu": "RTX PRO 6000 Blackwell 96GB", "china_available": false, "precision": "FP8", "cards_per_replica": 4, "est_output_tok_s": 562, "est_input_tok_s": 6000, "replica_hardware_cny": 450000, "price_basis": "出厂价", "local_monthly_cny": 17453, "cny_per_1m_tokens_workhours_full": 6.29, "cny_per_1m_tokens_24x7_full": 1.874, "cny_per_1m_tokens_cloud_on_demand": 3.214 }, { "gpu_id": "rtx_pro_5000", "gpu": "RTX PRO 5000 Blackwell 48GB", "china_available": "未明确", "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 844, "est_input_tok_s": 6192, "replica_hardware_cny": 492000, "price_basis": "市场价", "local_monthly_cny": 21610, "cny_per_1m_tokens_workhours_full": 6.483, "cny_per_1m_tokens_24x7_full": 1.932, "cny_per_1m_tokens_cloud_on_demand": 3.967 }, { "gpu_id": "rtx_pro_5500", "gpu": "RTX PRO 5500 Blackwell 84GB", "china_available": "未明确", "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 878, "est_input_tok_s": 10848, "replica_hardware_cny": 780000, "price_basis": "市场价", "local_monthly_cny": 31572, "cny_per_1m_tokens_workhours_full": 6.745, "cny_per_1m_tokens_24x7_full": 2.01, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "h20", "gpu": "H20 96GB", "china_available": true, "precision": "FP8", "cards_per_replica": 4, "est_output_tok_s": 2092, "est_input_tok_s": 2960, "replica_hardware_cny": 455000, "price_basis": "市场价", "local_monthly_cny": 16938, "cny_per_1m_tokens_workhours_full": 7.525, "cny_per_1m_tokens_24x7_full": 2.242, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "l40s", "gpu": "L40S 48GB", "china_available": true, "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 542, "est_input_tok_s": 8688, "replica_hardware_cny": 590000, "price_basis": "市场价", "local_monthly_cny": 24659, "cny_per_1m_tokens_workhours_full": 7.529, "cny_per_1m_tokens_24x7_full": 2.243, "cny_per_1m_tokens_cloud_on_demand": 2.258 }, { "gpu_id": "a800_pcie", "gpu": "A800 PCIe 80GB", "china_available": "多变/需核实", "precision": "INT8", "cards_per_replica": 8, "est_output_tok_s": 1215, "est_input_tok_s": 7488, "replica_hardware_cny": 1310000, "price_basis": "市场价", "local_monthly_cny": 44332, "cny_per_1m_tokens_workhours_full": 10.361, "cny_per_1m_tokens_24x7_full": 3.087, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "l20", "gpu": "L20 48GB", "china_available": true, "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 542, "est_input_tok_s": 2868, "replica_hardware_cny": 390000, "price_basis": "市场价", "local_monthly_cny": 18613, "cny_per_1m_tokens_workhours_full": 10.837, "cny_per_1m_tokens_24x7_full": 3.229, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "ascend910b", "gpu": "昇腾910B 64GB", "china_available": true, "precision": "INT8", "cards_per_replica": 8, "est_output_tok_s": 418, "est_input_tok_s": 12800, "replica_hardware_cny": 1070000, "price_basis": "市场价", "local_monthly_cny": 38320, "cny_per_1m_tokens_workhours_full": 11.935, "cny_per_1m_tokens_24x7_full": 3.556, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "ascend910c", "gpu": "昇腾910C 128GB", "china_available": true, "precision": "INT8", "cards_per_replica": 4, "est_output_tok_s": 1674, "est_input_tok_s": 15040, "replica_hardware_cny": null, "price_basis": null, "local_monthly_cny": null, "cny_per_1m_tokens_workhours_full": null, "cny_per_1m_tokens_24x7_full": null, "cny_per_1m_tokens_cloud_on_demand": null } ], "profiles": [ { "id": "ai_studio_10", "name": "AI 应用开发工作室", "industry": "软件/互联网", "headcount": 10, "ai_intensity": "高", "why": "全员是开发者，编程 agent 是主要生产工具", "monthly_input_tokens": 1129782000, "monthly_output_tokens": 79974750, "options": [ { "key": "api_opt", "label": "API · 按岗位优选模型", "config": "各岗位按能力门槛选模型（可能含闭源）", "monthly_cny": 16440 }, { "key": "api_same", "label": "API · DeepSeek V4.1 Flash 官方", "config": "与下面自部署同一个开源模型", "monthly_cny": 2912 }, { "key": "public", "label": "开源自部署 · 公有云按需", "config": "8 张 RTX 4090D 24GB（INT4，1 台机器），只在工作时段开机", "monthly_cny": 4959 }, { "key": "private", "label": "开源自部署 · 私有云包年", "config": "8 张 RTX 4090D 24GB（INT4，1 台机器），7×24 专属", "monthly_cny": 9986 }, { "key": "local", "label": "开源自部署 · 本地自购", "config": "8 张 RTX 4090D 24GB（INT4，1 台机器），国内可采购中最省", "monthly_cny": 16650 } ], "cheapest": "api_same", "cheapest_self_hosted": "public", "self_hosting_by_gpu": [ { "gpu_id": "b300", "gpu": "B300 288GB", "china_available": false, "precision": "FP8", "cards": 2, "machines": 1, "local_monthly_cny": 60558, "public_cloud_monthly_cny": 28797, "private_cloud_monthly_cny": 57991 }, { "gpu_id": "b200", "gpu": "B200 180GB", "china_available": false, "precision": "FP8", "cards": 2, "machines": 1, "local_monthly_cny": 34352, "public_cloud_monthly_cny": 21641, "private_cloud_monthly_cny": 43581 }, { "gpu_id": "h200", "gpu": "H200 141GB", "china_available": "政策反复调整，需以最新出口管制清单为准", "precision": "FP8", "cards": 4, "machines": 1, "local_monthly_cny": 33687, "public_cloud_monthly_cny": 38367, "private_cloud_monthly_cny": 77263 }, { "gpu_id": "h100_sxm", "gpu": "H100 SXM5 80GB", "china_available": false, "precision": "FP8", "cards": 8, "machines": 1, "local_monthly_cny": 91115, "public_cloud_monthly_cny": 32625, "private_cloud_monthly_cny": 65700 }, { "gpu_id": "h800_sxm", "gpu": "H800 SXM 80GB", "china_available": false, "precision": "FP8", "cards": 8, "machines": 1, "local_monthly_cny": 91115, "public_cloud_monthly_cny": null, "private_cloud_monthly_cny": null }, { "gpu_id": "h20", "gpu": "H20 96GB", "china_available": true, "precision": "FP8", "cards": 8, "machines": 1, "local_monthly_cny": 33875, "public_cloud_monthly_cny": null, "private_cloud_monthly_cny": null }, { "gpu_id": "a800_pcie", "gpu": "A800 PCIe 80GB", "china_available": "多变/需核实", "precision": "INT8", "cards": 8, "machines": 1, "local_monthly_cny": 44332, "public_cloud_monthly_cny": null, "private_cloud_monthly_cny": null }, { "gpu_id": "ascend910c", "gpu": "昇腾910C 128GB", "china_available": true, "precision": "INT8", "cards": 4, "machines": 1, "local_monthly_cny": null, "public_cloud_monthly_cny": null, "private_cloud_monthly_cny": null }, { "gpu_id": "ascend910b", "gpu": "昇腾910B 64GB", "china_available": true, "precision": "INT8", "cards": 8, "machines": 1, "local_monthly_cny": 38320, "public_cloud_monthly_cny": null, "private_cloud_monthly_cny": null }, { "gpu_id": "rtx_pro_6000", "gpu": "RTX PRO 6000 Blackwell 96GB", "china_available": false, "precision": "FP8", "cards": 4, "machines": 1, "local_monthly_cny": 21277, "public_cloud_monthly_cny": 8918, "private_cloud_monthly_cny": 17958 }, { "gpu_id": "rtx_pro_5500", "gpu": "RTX PRO 5500 Blackwell 84GB", "china_available": "未明确", "precision": "FP8", "cards": 8, "machines": 1, "local_monthly_cny": 31572, "public_cloud_monthly_cny": null, "private_cloud_monthly_cny": null }, { "gpu_id": "rtx_pro_5000", "gpu": "RTX PRO 5000 Blackwell 48GB", "china_available": "未明确", "precision": "FP8", "cards": 8, "machines": 1, "local_monthly_cny": 21610, "public_cloud_monthly_cny": 13224, "private_cloud_monthly_cny": 26630 }, { "gpu_id": "l40s", "gpu": "L40S 48GB", "china_available": true, "precision": "FP8", "cards": 8, "machines": 1, "local_monthly_cny": 24659, "public_cloud_monthly_cny": 7395, "private_cloud_monthly_cny": 14892 }, { "gpu_id": "l20", "gpu": "L20 48GB", "china_available": true, "precision": "FP8", "cards": 16, "machines": 2, "local_monthly_cny": 37226, "public_cloud_monthly_cny": null, "private_cloud_monthly_cny": null }, { "gpu_id": "rtx5090", "gpu": "RTX 5090 32GB", "china_available": false, "precision": "INT4", "cards": 8, "machines": 1, "local_monthly_cny": 23031, "public_cloud_monthly_cny": 6177, "private_cloud_monthly_cny": 12439 }, { "gpu_id": "rtx5090d", "gpu": "RTX 5090D 24GB", "china_available": true, "precision": "INT4", "cards": 8, "machines": 1, "local_monthly_cny": 19187, "public_cloud_monthly_cny": 6351, "private_cloud_monthly_cny": 12790 }, { "gpu_id": "rtx4090d", "gpu": "RTX 4090D 24GB", "china_available": true, "precision": "INT4", "cards": 8, "machines": 1, "local_monthly_cny": 16650, "public_cloud_monthly_cny": 4959, "private_cloud_monthly_cny": 9986 } ], "team": [ { "role_id": "backend", "role": "后端/全栈开发", "headcount": 4, "usage": "heavy", "monthly_tokens_per_person": 139635000, "model": "MiMo-V2.6-Pro", "monthly_cost_per_person_cny": 433.28 }, { "role_id": "algo", "role": "算法/机器学习工程师", "headcount": 2, "usage": "heavy", "monthly_tokens_per_person": 208800000, "model": "Claude Opus 5.5", "monthly_cost_per_person_cny": 6989.68 }, { "role_id": "frontend", "role": "前端/移动端开发", "headcount": 2, "usage": "heavy", "monthly_tokens_per_person": 116036250, "model": "MiMo-V2.6-Pro", "monthly_cost_per_person_cny": 362.33 }, { "role_id": "pm", "role": "产品经理", "headcount": 1, "usage": "standard", "monthly_tokens_per_person": 630750, "model": "Claude Haiku 5.5", "monthly_cost_per_person_cny": 0.95 }, { "role_id": "content", "role": "内容运营/新媒体运营", "headcount": 1, "usage": "standard", "monthly_tokens_per_person": 913500, "model": "Claude Haiku 5.5", "monthly_cost_per_person_cny": 1.66 } ] }, { "id": "law_firm_10", "name": "精品律师事务所", "industry": "法律服务", "headcount": 10, "ai_intensity": "中", "why": "律师用 AI 检索与起草，行政财务偶尔使用", "monthly_input_tokens": 17756700, "monthly_output_tokens": 2401200, "options": [ { "key": "api_opt", "label": "API · 按岗位优选模型", "config": "各岗位按能力门槛选模型（可能含闭源）", "monthly_cny": 784 }, { "key": "api_same", "label": "API · DeepSeek V4.1 Flash 官方", "config": "与下面自部署同一个开源模型", "monthly_cny": 55 }, { "key": "public", "label": "开源自部署 · 公有云按需", "config": "8 张 RTX 4090D 24GB（INT4，1 台机器），只在工作时段开机", "monthly_cny": 4959 }, { "key": "private", "label": "开源自部署 · 私有云包年", "config": "8 张 RTX 4090D 24GB（INT4，1 台机器），7×24 专属", "monthly_cny": 9986 }, { "key": "local", "label": "开源自部署 · 本地自购", "config": "8 张 RTX 4090D 24GB（INT4，1 台机器），国内可采购中最省", "monthly_cny": 16650 } ], "cheapest": "api_same", "cheapest_self_hosted": "public", "self_hosting_by_gpu": [ { "gpu_id": "b300", "gpu": "B300 288GB", "china_available": false, "precision": "FP8", "cards": 2, "machines": 1, "local_monthly_cny": 60558, "public_cloud_monthly_cny": 28797, "private_cloud_monthly_cny": 57991 }, { "gpu_id": "b200", "gpu": "B200 180GB", "china_available": false, "precision": "FP8", "cards": 2, "machines": 1, "local_monthly_cny": 34352, "public_cloud_monthly_cny": 21641, "private_cloud_monthly_cny": 43581 }, { "gpu_id": "h200", "gpu": "H200 141GB", "china_available": "政策反复调整，需以最新出口管制清单为准", 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