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inclusionAI: Ling 3.1 Flash

INCLUSIONAI Developer Architecture Profile

OpenRouter ↗HuggingFace ↗
Intelligence (ELO)1428Chatbot Arena Verified
Max Context Limit262,144Max Out: 32,768 tokens
Prompt CachingStandardNo Cache Discount
Standard API / 1MFREE🧠 Deep Reasoner

Model Capabilities & Contract SLAs

  • Drafting
  • Classification
  • Reasoning
  • Free Tier
  • Coding & Logic
  • Fictional
  • 🧠 Extended Test-Time Reasoning
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

Granular Pricing Matrix

Input Tokens (Standard Prompt)Free / 1M
Output Tokens (Completion)Free / 1M

Pricing data via OpenRouter. Sync: 10/2/2026

Evaluate Competitors

VS Engine MatchupinclusionAI: Ling 3.1 Flash vs DeepSeek: DeepSeek V4.1 FlashVS Engine MatchupinclusionAI: Ling 3.1 Flash vs Anthropic: Claude Haiku LatestVS Engine MatchupinclusionAI: Ling 3.1 Flash vs Morph: Morph V3 LargeVS Engine MatchupinclusionAI: Ling 3.1 Flash vs inclusionAI: Ling 3.0 Flash VLVS Engine MatchupinclusionAI: Ling 3.1 Flash vs Nex AGI: Nex-N2.5-MiniVS Engine MatchupinclusionAI: Ling 3.1 Flash vs Thinking Machines: Inkling Small