inclusionAI: Ling 3.0 Flash VL
inclusionai's mid-tier model. Context window: 131K tokens.
Scores by test
Methodology →What you need to know
Ling 3.0 Flash VL is a high-utility model optimized for technical precision and agentic workflows. It achieves perfect internal scores in structured output, tool calling, and strategic analysis, making it highly reliable for developers building automated pipelines or API-driven agents. Its ability to maintain faithfulness and persona consistency across a 131K context window further supports its use in complex, multi-step technical tasks.
The model is priced aggressively at $0.150 per blended million tokens, offering a high performance-to-cost ratio for its rank. While it ranks 67th overall, its specialized strengths in tabular data and multilingual processing suggest it punches above its weight in specific data-heavy domains.
Performance drops significantly in classification and constrained rewriting, where it scores 2/5 and 3/5 respectively. This indicates a struggle with rigid formatting constraints or simple categorical labeling tasks, suggesting the model is better suited for generative analysis than strict sorting.
Use this model if you need a low-cost, high-context engine for tool calling, structured data extraction, or strategic planning. Skip this model if your primary use case is text classification or highly constrained rewriting.
Strengths — Top 3
Relative weaknesses — Bottom 3
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