Best AI model for long inputs

Handling long prompts well. Pair this with the context-window column. Ranked by Arena text / longer_query, priced against live API rates. 45 models have a published score on this board.

Capability published 2026-10-22 · pricing retrieved 2026-10-25

Most capable
Gemini 4 Argon
Google
$4.00 / 1M blended
100% of leader strength
google/gemini-4-argon
Best value
Gemini 3.8 Flash
Google
$1.66 / 1M blended
91% of leader strength · 59% cheaper
google/gemini-3.8-flash
Budget
DeepSeek V4 Flash 0731
DeepSeek
$0.07 / 1M blended
71% of leader strength · 98% cheaper
deepseek/deepseek-v4-flash-0731
Best for agents
Gemini 3.8 Flash
Google
$1.66 / 1M blended
91% of leader strength · 59% cheaper
google/gemini-3.8-flash

Top 25 models for long inputs

Rows marked frontier are Pareto-optimal — nothing we track is both stronger and cheaper. "Strength" rescales the board so 100% = parity with the leader.

#ModelProviderScoreStrength$/1MContextTools
1 Gemini 4 Argon
google/gemini-4-argon
Google 1538 100% $4.001.048576M tools
2 Claude Opus 5.5
anthropic/claude-opus-5.5
Anthropic 1533 99% $8.001M tools
3 Claude Fable 5.1
anthropic/claude-fable-5.1
Anthropic 1524 96% $20.001M tools
4 Claude Opus 5
anthropic/claude-opus-5
Anthropic 1517 94% $10.001M tools
5 Claude Fable 5
anthropic/claude-fable-5
Anthropic 1510 92% $20.001M tools
6 Gemini 3.8 Flash
google/gemini-3.8-flash
Google 1507 91% $1.661.048576M tools
7 Claude Sonnet 5.5
anthropic/claude-sonnet-5.5
Anthropic 1495 88% $4.001M tools
8 Gemini 3.7 Flash
google/gemini-3.7-flash
Google 1494 88% $1.501.048576M tools
9 Kimi K3
moonshotai/kimi-k3
Moonshot AI 1493 87% $2.881.048576M tools
10 Qwen3.8 Max (0902)
qwen/qwen3.8-max-0902
Qwen (Alibaba) 1489 86% $3.001M tools
11 Claude Opus 4.8
anthropic/claude-opus-4.8
Anthropic 1484 85% $10.001M tools
12 GLM 5.3
z-ai/glm-5.3
Z.ai (Zhipu) 1483 84% $0.411.048576M tools
13 GLM 5.3 Flash
z-ai/glm-5.3-flash
Z.ai (Zhipu) 1482 84% $0.241.048576M tools
14 GLM 5.2
z-ai/glm-5.2
Z.ai (Zhipu) 1479 83% $1.771.048576M tools
15 Gemini 3.6 Flash
google/gemini-3.6-flash
Google 1475 82% $1.501.048576M tools
16 DeepSeek V4.1 Flash
deepseek/deepseek-v4.1-flash
DeepSeek 1474 82% $0.271.048576M tools
17 Kimi K2.6
moonshotai/kimi-k2.6
Moonshot AI 1468 80% $1.34262K tools
18 GLM 5.1
z-ai/glm-5.1
Z.ai (Zhipu) 1467 80% $2.15205K tools
19 Claude Sonnet 5
anthropic/claude-sonnet-5
Anthropic 1462 79% $4.001M tools
20 Grok 4.5
x-ai/grok-4.5
xAI 1462 79% $3.00500K tools
21 GPT-6 Astra
openai/gpt-6-astra
OpenAI 1462 79% $20.001.05M tools
22 GPT-6.1 Sol
openai/gpt-6.1-sol
OpenAI 1461 78% $4.001.05M tools
23 DeepSeek V4 Pro 0813
deepseek/deepseek-v4-pro-0813
DeepSeek 1458 77% $0.991.048576M tools
24 DeepSeek V4 Pro 0423
deepseek/deepseek-v4-pro
DeepSeek 1458 77% $0.261.048576M tools
25 Grok 4.6
x-ai/grok-4.6
xAI 1457 77% $3.00500K tools

Capability: Arena leaderboard dataset (CC-BY-4.0), Arena text / longer_query, published 2026-10-22. Pricing: OpenRouter, retrieved 2026-10-25. (input x 3 + output x 1) / 4.

What this measures: Human pairwise preference votes. Measures perceived answer quality on this category, not correctness on a fixed test set. For each model this is the probability it beats the board leader in a head-to-head human vote — 0.50 means a dead tie and is the best possible value.

Get this as JSON

curl -s https://agentleaderboards.com/api/v1/route/long-input.json | jq .picks

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