Qwen: Qwen3.8 Omni Flash vs inclusionAI: Ling 3.0 Flash VL

For a sample job of 1 million input tokens and 250,000 output tokens, Ling 3.0 Flash VL costs $0.10 and Qwen3.8 Omni Flash costs $0.27, so Ling 3.0 Flash VL is about 2.5 times cheaper for the same work.

Qwen3.8 Omni Flash reads up to 1,000,000 tokens at once, roughly 1,500 pages of text, against about 197 pages for Ling 3.0 Flash VL.

Only Qwen3.8 Omni Flash offers audio input.

Across the 18 tasks where they differ, Qwen3.8 Omni Flash scores higher on 14 (SQL Generation, Code Review, Code Completion and others), Ling 3.0 Flash VL on 4 (Regex Writing, JSON Extraction, Bulk Data Labeling and others).

Pick Qwen3.8 Omni Flash if you need long documents, audio input or the stronger all-round task scores; pick Ling 3.0 Flash VL if you need lower cost.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.