OpenAI: GPT-6 Sol (batch) 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 GPT-6 Sol (batch) costs $2.25, so Ling 3.0 Flash VL is about 21.4 times cheaper for the same work.

GPT-6 Sol (batch) reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 197 pages for Ling 3.0 Flash VL.

Only Ling 3.0 Flash VL offers video input.

Across the 18 tasks where they differ, GPT-6 Sol (batch) scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), Ling 3.0 Flash VL on 5 (Code Completion, Regex Writing, JSON Extraction and others).

Pick GPT-6 Sol (batch) if you need long documents or the stronger all-round task scores; pick Ling 3.0 Flash VL if you need lower cost or video input.

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