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Hungry for Data, Open for All

Four boards—models, agents, LLMs, and toolchains—in one comparable frame. Rankings are generated via versioned pipelines with traceable sources and methodology.

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  1. DeepSeek V4.1 Flash: CED 552B, vendor agent scores, and the V4.1 Pro that is not listed
  2. Cursor’s own models: Auto as the floor, Composer / Grok, and when to pay for Opus 4.6
  3. Qwen3.8-27B: a 24GB consumer GPU against Opus 4.6’s coding table
  4. Build a local coding model: stack, weights, VRAM bands
  5. DeepSeek V4 Flash 0731 deep dive: 1M-context MoE at $0.09/$0.18 on OpenRouter
  6. Claude Opus 5 deep dive: Anthropic’s reasoning-and-coding flagship at roughly half of Fable
  7. Kimi K3 deep dive: how far the 2.8T open flagship sits from Claude and GPT
  8. How to choose AI infrastructure: a practical guide to model API hosts
  9. Qwen model series deep dive: a selection guide from Qwen2.5 to Qwen3.7
  10. Grok 4.5 deep dive: xAI’s flagship for coding and STEM

Global rankings

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Rank Name Vendor Type Score Key metric 1M tokens (avg)
1 SpaceXAI: Grok 4.20 Multi-Agent 🇺🇸 xAI Agent 99.9 2.0M ctx $1.88
2 SpaceXAI: Grok 4.20 🇺🇸 xAI Multimodal 99.9 2.0M ctx $1.88
3 Meta: Llama 4 Scout 🇺🇸 Meta Multimodal 90.8 1.3M ctx $0.20
4 Thinking Machines: Inkling Small (free) Thinking Machines Multimodal 86.9 1.0M ctx $0.00
5 Google: Lyria 3 Pro Preview 🇺🇸 Google Multimodal 86.9 1.0M ctx $0.00
6 DeepSeek: DeepSeek V4 Flash Latest 🇨🇳 DeepSeek LLM 86.9 1.0M ctx $0.07
7 OpenAI: GPT-6 Luna Pro (batch) 🇺🇸 OpenAI Multimodal 86.8 1.1M ctx $0.15
8 Xiaomi: MiMo-V2.6-Flash 🇨🇳 Xiaomi Multimodal 86.8 1.1M ctx $0.21
9 Z.ai: GLM 5.3 Flash (batch) 🇨🇳 Z.AI Multimodal 86.8 1.0M ctx $0.13
10 Z.ai: GLM Flash Latest 🇨🇳 Z.AI Multimodal 86.8 1.0M ctx $0.13

List prices in this table use OpenRouter as the primary listing source. Official vendor rows are on the Token hub. Fetched: 2026-09-30T11:29:46.224Z.

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