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Models

Full files for 28 models: parameters, context, licence, benchmark scores, price curves and selection advice.

Gemini 4 Carbon

Google · 2026-10-28
59.4 v5

Top intelligence score here at 59.4, but restricted to vetted cyber-defence organisations

1M context $2/$10 87 tok/s

Claude Opus 5.5

Anthropic · 2026-10
58.4 v5

The most capable closed model you can actually use — first on both long-horizon coding and professional reasoning

1M context $4/$20 96 tok/s

GPT-6 Astra

OpenAI · 2026-09
56.9 v5

OpenAI's flagship: second on science reasoning at GPQA 95.8, and in the same top price tier as Fable 5.1

1.05M context $10/$50 81 tok/s

GPT-6.1 Sol

OpenAI · 2026-10
54.5 v5

96% of Astra's intelligence at one fifth of the price — the sweet spot in OpenAI's lineup

1.05M context $2/$10 77 tok/s

Claude Sonnet 5.5

Anthropic · 2026-09
54.2 v5

Half the price of Opus and only 10% cheaper per task — the best-value general-purpose flagship

1M context $2/$10 135 tok/s

GPT-6.1 Terra

OpenAI · 2026-10-26
51.0 v5

A flagship-grade option at $0.96 per index task, strongest on visual reasoning and computer use

1.05M context $1/$5 94 tok/s

Gemini 4 Argon

Google · 2026-10-13
50.4 v5

First overall on GPQA at 96.4 with a 4% hallucination rate — the strongest Gemini you can actually use

1M context $2/$10 80 tok/s

Claude Fable 5.1

Anthropic · 2026-08
49.7 v5

A long-form creative model, top three on both EQ-Bench Creative Writing and LiveBench Language

1M context $10/$50 57 tok/s

Kimi K3.1 Pro

Moonshot AI · 2026-10-23
46.0 v5

2.8 trillion parameters and first on Terminal-Bench 4.0, but output runs at just 28 tok/s

1M context $2/$10 28 tok/s Self-hostable

Kimi K3

Moonshot AI · 2026-07-27
43.6 v4.3.2

The largest open-weight model, with GPQA 93.1 closing in on the closed leaders

1M context $2/$15 30 tok/s Self-hostable

Muse Wonder

Meta · 2026-10
43.3 v5

Meta's closed flagship, the fastest in its tier at 143 tok/s

1M context $2/$10 143 tok/s

GLM-5.3 Flash

Z.ai · 2026-09
41.8 v4.3.2

A 321B/18B MIT-licensed light flagship with a LiveBench design score above Gemini 4 Argon

1M context $0.2/$0.8 120 tok/s Self-hostable

Claude Haiku 5.5

Anthropic · 2026-09
36.2 v5

The fastest lightweight model here (235 tok/s), close to Opus on LiveBench design tasks

1M context $0.1/$0.5 235 tok/s

Grok 4.7

xAI · 2026-09
35.0 v5

Tuned for creativity: a higher LiveBench design score than Gemini 4 Argon, but only 500K of context

500K context $2/$6 105 tok/s

Qwen3.8 27B

Alibaba Qwen · 2026-09
33.7 v4.3.2

The strongest open model you can run on a Mac: LiveBench design 75.9 beats Gemini 4 Argon

262K context $0.1/$0.4 180 tok/s Self-hostable

DeepSeek V4.1 Flash

DeepSeek · 2026-10-17
32.5 v5

The value champion: $0.26 per index task, with a LiveBench design score of 83.4 that matches Opus

1.05M context $0.3/$1.2 148 tok/s Self-hostable

GLM-5.3

Z.ai · 2026-08
32.0 v5

First among open models on Terminal-Bench 4.0 (38.9%) — the pick for long-horizon agent workflows

1M context $0.6/$2.2 77 tok/s Self-hostable

MiMo-V2.6 Pro

Xiaomi · 2026-09-21
30.0 v5

First among open models at $0.24 per index task, MIT licensed with no revenue threshold

1M context $0.35/$1.4 81 tok/s Self-hostable

MiniMax M3

MiniMax · 2026-06
29.2 v4.3.2

Efficient on light hardware with a 1M open-weight context, but essentially no agent ability

1M context $0.25/$1 126 tok/s Self-hostable

MiniMax M3.1 Flash

MiniMax · 2026-10-26
29.0 v5

A million-token-context Flash at $0.15/$0.60, $0.42 per task

1M context $0.15/$0.6 118 tok/s

DeepSeek V4 Pro

DeepSeek · 2026-08-13
23.0 v5

The 1.6-trillion-parameter former flagship — the vendor is already migrating users to V4.1 Flash

1.05M context $1.32/$3.96 72 tok/s Self-hostable

Gemma 4 31B

Google · 2026-05
19.0 v4.3.2

The most permissively licensed local model; 75.8% on science reasoning shows the ceiling for small models

262K context $0.1/$0.4 200 tok/s Self-hostable

GPT-6 Luna

OpenAI · 2026-07
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OpenAI's budget tier, with a LiveBench design score of 82.5 that beats Astra

1.05M context $0.1/$0.5 130 tok/s

Gemini 3.8 Flash

Google · 2026-08
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GPQA 95.4, level with GPT-6.1 Sol, at 1/2.7 of the price

1.05M context $0.75/$3.75 160 tok/s

Qwen3.8 Max

Alibaba Qwen · 2026-09
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The strongest Chinese closed model, first on APEX-Agents at 63.3%

1M context $2/$8 88 tok/s

gpt-oss-120b

OpenAI · 2025-08
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A single-GPU open baseline — 4.4% on APEX-Agents means simple tasks only

131K context $0.05/$0.2 220 tok/s Self-hostable

Step 5 Preview

StepFun · 2026-09
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LiveBench design 76.9 — a capable document generator among Chinese multimodal models

1M context $0.5/$2 95 tok/s

Nemotron 3 Ultra

NVIDIA · 2026-06
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NVIDIA's 550B/55B open flagship with 1M context, tied into the NIM ecosystem

1M context $0.4/$1.6 70 tok/s Self-hostable