Battle of the Models

Compare specific LLM models, context windows, and capabilities.

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inclusionAI Ling 3.1 Flash

A-TIER

Requesty

Intelligence Score 83/100
Model Popularity 0 votes
Context Window 262K Context
Pricing Model Free / Open

Gemma 4 12B

Ollama

Intelligence Score 65/100
Context Window
Pricing Model Free / Open
Model Popularity 0 votes
FINAL VERDICT

inclusionAI Ling 3.1 Flash Wins

With an intelligence score of 83/100 vs 65/100, inclusionAI Ling 3.1 Flash outperforms Gemma 4 12B by 18 points.

Clear Winner: Significant performance advantage for inclusionAI Ling 3.1 Flash.
HEAD-TO-HEAD

Detailed Comparison

Feature
inclusionAI Ling 3.1 Flash
Gemma 4 12B
Context Window
262K Context
Architecture
Transformer Transformer
Est. MMLU Score
~75-79% ~60-64%
Release Date
2024 2024
Pricing Model
Free Tier Free Tier
Rate Limit (RPM)
20 RPM on free models (60 RPM for paying orgs) Hardware limited
Daily Limit
200 requests/day (new orgs) / 1,000/day (paying orgs), shared across free models Unlimited
Capabilities
No specific data
No specific data
Performance Tier
B-Tier (Strong) C-Tier (Good)
Speed Estimate
⚡ Very Fast Medium
Primary Use Case
⚡ Fast Chat & Apps General Purpose
Model Size
Undisclosed 12B
Limitations
  • Requires underlying provider API keys
  • Free credit amount is limited
  • Routing adds minimal latency
  • Depends on your RAM/GPU
  • Laptop fans will spin up
  • Large models (70B+) need heavy hardware
Key Strengths
  • AI Router: automatic provider failover
  • Prompt caching for cost savings
  • Multi-provider load balancing
  • Local Inference: Data never leaves your device
  • Modelfiles: Script your own system prompts
  • API: Local REST API for app integration

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