Battle of the Models

Compare specific LLM models, context windows, and capabilities.

inclusionAI Ling 3.1 Flash

A-TIER

Requesty

Intelligence Score 83/100

Model Popularity 0 votes

Context Window 262K Context

Pricing Model Free / Open

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Upstage

Intelligence Score 77/100

Context Window 512K Context

Pricing Model Commercial / Paid

Model Popularity 0 votes

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FINAL VERDICT

With an intelligence score of 83/100 vs 77/100, inclusionAI Ling 3.1 Flash outperforms Solar Pro by 6 points.

HEAD-TO-HEAD

Feature	inclusionAI Ling 3.1 Flash	Solar Pro
Context Window	262K Context	512K Context
Architecture	Transformer	Transformer
Est. MMLU Score	~75-79%	~70-74%
Release Date	2024	2024
Pricing Model	Free Tier	Paid / Commercial
Rate Limit (RPM)	20 RPM on free models (60 RPM for paying orgs)	Per-second limits by usage tier (see upstage.ai/pricing)
Daily Limit	200 requests/day (new orgs) / 1,000/day (paying orgs), shared across free models	Credit-based
Capabilities	No specific data	Reasoning
Performance Tier	B-Tier (Strong)	B-Tier (Strong)
Speed Estimate	⚡ Very Fast	Medium
Primary Use Case	⚡ Fast Chat & Apps	General Purpose
Model Size	Undisclosed	Undisclosed
Limitations	Requires underlying provider API keys Free credit amount is limited Routing adds minimal latency	Credits expire after 3 months Focus on document processing Smaller context window (32k)
Key Strengths	AI Router: automatic provider failover Prompt caching for cost savings Multi-provider load balancing	Solar Architecture: Depth-Up-Scaling Specialized in OCR and Document Parse Translation capabilities (KO/EN/JA)