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AI COMPUTE DATA

# AI Infrastructure Data & Benchmarks

Prices, benchmarks and sizing for LLM APIs, GPUs, self-hosted models and cloud agents. Updated daily, sources linked, JSON available.
Data updated: 2026-11-05 01:31 UTC

## AI infrastructure map

TOKEN

### [Token data](https://www.tandiu.cn/en/token-market)

72 models, official API list prices in USD · 61 with public benchmarks
[Token prices & benchmarks](https://www.tandiu.cn/en/token-market)[Reseller channel prices](https://www.tandiu.cn/en/channel-prices)[Token price index](https://www.tandiu.cn/en/price-index)
OPEN-SOURCE

### [Self-hosting](https://www.tandiu.cn/en/local-deploy)

VRAM, GPU count and speed for 22 open-weights models vs. the vendor API · 18 GPU prices
[Self-hosting calculator](https://www.tandiu.cn/en/local-deploy)[GPU prices & rental](https://www.tandiu.cn/en/compute)
AGENT

### [Agent](https://www.tandiu.cn/en/agents)

46 cloud agents compared by specs and price
[Personal Agent review](https://www.tandiu.cn/en/agents)

## PricingAs of 2026-11-05 · CNY prices converted at ¥6.68 per USD

[All 72 models →](https://www.tandiu.cn/en/token-market)
**Leading models, official list prices**USD per 1M tokens · blended = 75% input + 25% output · score = Artificial Analysis Intelligence Index

| US models | Score | Blended |
|---|---|---|
| Claude Opus 5.5 · Anthropic | 59.1 | $8.00 |
| GPT-6 Astra · OpenAI | 56.9 | $20.00 |
| Gemini 4 Argon · Google | 50.4 | $4.00 |
| Muse Wonder · Meta | 50.1 | $8.00 |
| Grok 4.7 · xAI | 35.5 | $3.00 |

| Chinese models | Score | Blended |
|---|---|---|
| Kimi K3.1 Pro · Moonshot AI | 46.5 | $4.00 |
| Qwen3.8-Max · Alibaba (Qwen) | 33.7 | $3.00 |
| DeepSeek V4.1 Flash · DeepSeek | 32.6 | $0.53 |
| GLM-5.3 · Zhipu AI | 31.7 | $2.15 |
| MiMo-V2.6-Pro · Xiaomi | 29.9 | $0.54 |

## Agent review31 cloud agents (11 Personal Agents; 15 more on the radar) · specs, USD prices and channels checked daily · newest launches first

[All agents →](https://www.tandiu.cn/en/agents)

###

[Personal Agent · 2026-10-21Claude DuetClaude Duet is an active AI agent that handles personal tasks in the cloud and proactively reports progress.Free tier / paid from $17Newly discovered](https://www.tandiu.cn/en/agents/anthropic-claude-duet)

###

[Personal Agent · 2026-09-29OpenAI DotsOpenAI's always-on Agent: Each Dot has its own cloud computer and browser, can advance multiple projects simultaneously, conduct proactive background research, and receive tasks via 4000+ application plugins, Slack/Teams.Not publishedRolling rollout (Pro / Business Premium, EEA/Switzerland/UK Pro not included yet)](https://www.tandiu.cn/en/agents/openai-dots)

###

[Personal Agent · 2026-09-28Cue(Manus)Manus's standalone personal Agent application: Each Agent has its own email, phone number, wallet, and computer, and can collaborate in groups.Free tier / paid from $9.99Early access (invite code)](https://www.tandiu.cn/en/agents/cue)

###

[Work Agent · 2026-09-28Manus 2.0General autonomous agent: research, create webpages/PPTs/videos, scheduled and event-triggered automation. Version 2.0 onwards uses Cascade architecture and adds cloud PC.Free tier / paid from $20Live (2.0)](https://www.tandiu.cn/en/agents/manus)

## AI funding703 deals in the last 30 days · US 272 · China 237 · $48.4B disclosed

[All deals →](https://www.tandiu.cn/en/funding)

## Largest rounds, last 30 days

- 10-29
[CohereCA](https://www.tandiu.cn/en/funding#cohere-20261030)Series E · AI firm
**$5B**
- 10-07
[LambdaUS](https://www.tandiu.cn/en/funding#lambda-20261007)reported · AI-Computing Startup
**$4B**
- 10-30
[Kling AICN](https://www.tandiu.cn/en/funding#kling-ai-20261031)Growth · Video AI
**~$2.98B**
- 10-31
[BasetenUS](https://www.tandiu.cn/en/funding#baseten-20261031)reported · AI inference infrastructure for deploying and scaling machine learning models.
**$2B**
- 10-10
[Axiom Solutions International, Inc.US](https://www.tandiu.cn/en/funding#axiom-20261010)Undisclosed · Prepares to spin off as an AI Power Infrastructure Company
**$2B**
- 10-15
[RampUS](https://www.tandiu.cn/en/funding#ramp-20261015)Series G · Fintech startup
**$1.85B**

## Latest rounds

- 11-05
[Laza MedicalUS](https://www.tandiu.cn/en/funding#laza-medical-20261105)Series B · Advance Intelligent Imaging for Transforming the Cath Lab
**~$160M**
- 11-05
[Brava SecurityIL](https://www.tandiu.cn/en/funding#brava-security-20261105)Seed · AI SecOps
**$15M**
- 11-05
[Atmospheric AIGB](https://www.tandiu.cn/en/funding#atmospheric-ai-20261105)Seed · AI to map raw-material supply chains
**$10.1M**
- 11-05
[FinpilotUS](https://www.tandiu.cn/en/funding#finpilot-20261105)Series A · Brings AI agents to institutional investors.
**$10M**
- 11-05
[ConlioDE](https://www.tandiu.cn/en/funding#conlio-20261105)Undisclosed · Automates freight finance using AI
**EUR 6.4M**
- 11-05
[AformicUS](https://www.tandiu.cn/en/funding#aformic-20261105)Seed · Autonomous Industrial Robotics
**$6.95M**
