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Datasets:
tandiu
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ai-infra-data-sample

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Tags:
llm-pricing
gpu
benchmarks
ai-infrastructure
mcp
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snapshot_date
stringdate
2026-10-24 00:00:00
2026-10-24 00:00:00
model
stringlengths
7
19
vendor
stringlengths
3
14
country
stringclasses
2 values
aa_intelligence_index
float64
39.9
57.6
livebench_2_0_overall
float64
60.7
88
⌀
epoch_eci
float64
153
169
⌀
cross_source_percentile
float64
35.1
99.1
output_tokens_per_second
float64
42.4
235
⌀
source
stringclasses
1 value
2026-10-24
Claude Opus 5.5
Anthropic
US
57.6
86.5
168.8
99.1
96.3
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Claude Sonnet 5.5
Anthropic
US
56
82.5
166.2
90.4
132.7
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Muse Wonder
Meta
US
55.8
null
161.8
86.4
null
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Kimi K3.1 Pro
Moonshot AI
CN
55.1
76.7
null
80.2
80.7
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Claude Fable 5.1
Anthropic
US
53.4
88
166.5
93.7
68
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
GPT-6 Astra
OpenAI
US
52.7
86.1
168.8
92
58.1
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Gemini 4 Argon
Google
US
52.6
84.1
166.4
87.3
79.1
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
GPT-6.1 Sol
OpenAI
US
51.8
85.4
168.4
88.3
55.2
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Grok 4.7
xAI
US
46.4
74.1
154.4
53.9
96.6
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
MiMo-V2.6-Pro
Xiaomi
CN
46.3
74.9
null
63.4
53.9
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Qwen3.8-Max
Alibaba (Qwen)
CN
45.4
64.2
155.1
43.6
42.4
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
DeepSeek V4.1 Flash
DeepSeek
CN
45.1
79.2
155.9
62.4
198.4
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
GLM-5.3
Zhipu AI
CN
44.8
60.7
156
40.3
85
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Step 5 Preview
StepFun
CN
43.7
62
null
35.1
224
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Claude Haiku 5.5
Anthropic
US
43.4
75.6
159.3
63.5
235
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
MiniMax M3.1 Flash
MiniMax
CN
42.7
73.1
null
49.3
95.6
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
GPT-5.6 Terra
OpenAI
US
42.1
75
160.1
62.2
125.6
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
GLM-5.3-Flash
Zhipu AI
CN
41.8
70.6
153.1
39.3
68.9
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Gemini 3.8 Flash
Google
US
40.9
67.3
157.4
45.7
141.4
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI
2026-10-24
Qwen3.8 2.4T A95B
Alibaba (Qwen)
CN
39.9
null
null
36.7
43
TANDIU, www.tandiu.cn (https://www.tandiu.cn/en/token-market); scores from Artificial Analysis, LiveBench 2.0, Epoch AI

TANDIU AI Infrastructure Data (Sample)

TANDIU (钽铥) publishes daily-updated data on AI infrastructure: LLM API list prices, public benchmark scores, an LLM price index, GPU prices (list, China market, cloud rental), self-hosting sizing, enterprise AI cost and AI funding rounds. TANDIU was built for AI from day one: the data is meant to be read by AI agents as well as people.

This repository is a small sample only. It shows the shape of the data. It is not the full dataset and it is not kept up to date. For full, current data, use the website or the MCP server below.

Files

File Rows Contents
llm_prices_sample.csv 20 Official API list prices (USD per 1M tokens: input, output, blended, cache read), context window, price source URL. Top 20 models by LiveBench 2.0 score.
gpu_prices_sample.csv 10 Cloud rental range (USD per GPU-hour) for GPUs that have public rental listings, from the vast.ai public market (international, not China purchase price).
benchmarks_sample.csv 20 Artificial Analysis Intelligence Index, LiveBench 2.0 overall, Epoch AI ECI, TANDIU cross-source percentile, output speed. Top 20 models by AA index.

Notes:

  • Blended price = (3 × input + 1 × output) / 4.
  • Empty cells mean the value was not available in the source on the snapshot date.
  • Each row has a snapshot_date and a source column.
  • Public data compiled by TANDIU. Not investment or procurement advice.

Full live data via MCP

The TANDIU MCP server uses Streamable HTTP and needs no authentication. Add it to your MCP client:

{"mcpServers":{"tandiu":{"url":"https://www.tandiu.cn/mcp"}}}

Available tools:

  • about_tandiu_data
  • list_llm_prices
  • cheapest_model_for_score
  • get_price_index
  • get_llm_price_history (requires a TANDIU Pro API key)
  • list_price_changes
  • estimate_self_hosting
  • list_gpu_prices
  • estimate_role_token_budget
  • estimate_enterprise_ai_cost
  • list_cloud_agents
  • recommend_coding_pc
  • list_ai_funding
  • list_overseas_listings

All other tools are free and read-only. See https://github.com/tandiu-ai/tandiu-mcp for setup examples.

Attribution

License: CC BY 4.0. When you use this data, please cite:

Source: TANDIU, www.tandiu.cn

Benchmark scores originate from Artificial Analysis, LiveBench 2.0 and Epoch AI. Prices link to each vendor's official pricing page in price_source_url.

中文说明

TANDIU 钽铥（https://tandiuai.cn）每日更新 AI 基础设施数据：大模型 API 官方价格、公开榜单评分、价格指数、GPU 价格（官方价、国内市场价、云租赁价）、本地部署测算、企业 AI 成本和 AI 融资事件。TANDIU 从第一天起为 AI 而建。

本仓库仅为少量样例数据（快照日期 2026-10-24），用于展示数据结构，不是完整数据，也不会持续更新。完整的实时数据请访问 https://tandiuai.cn ，或通过 MCP 接入：https://www.tandiu.cn/mcp（无需鉴权）。

引用请注明：来源：TANDIU，tandiuai.cn。协议：CC BY 4.0。
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