Qwen: Qwen3.8 Max Prime vs inclusionAI: Ling 3.0 Flash VL
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-24.
| Qwen: Qwen3.8 Max Prime | inclusionAI: Ling 3.0 Flash VL | |
|---|---|---|
| Vendor | qwen | inclusionai |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 38.6 |
| Input Price | $4.00/M | $0.06/M |
| Output Price | $12.00/M | $0.18/M |
| Context Window | 1,000,000 | 262,144 |
| Max Output | 131,072 | 32,768 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | - | 40.5 |
The verdict
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 Max Prime costs $7.00, so Ling 3.0 Flash VL is about 66.7 times cheaper for the same work.
Qwen3.8 Max Prime reads up to 1,000,000 tokens at once, roughly 1,500 pages of text, against about 393 pages for Ling 3.0 Flash VL.
Across the 20 tasks where they differ, Qwen3.8 Max Prime scores higher on 5 (Code Refactoring, CSV / Spreadsheet Cleanup, OCR / Document Parsing and others), Ling 3.0 Flash VL on 15 (SQL Generation, Code Review, Code Completion and others).
Pick Qwen3.8 Max Prime if you need long documents; pick Ling 3.0 Flash VL if you need lower cost or the stronger all-round task scores.
Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.
Who wins by task?
| Task | Qwen: Qwen3.8 Max Prime | inclusionAI: Ling 3.0 Flash VL |
|---|---|---|
| SQL Generation | 132 | 136 |
| Code Review | 132 | 134 |
| Code Completion | 116 | 130 |
| Code Refactoring | 136 | 134 |
| Bug Fixing | 136 | 138 |
| Unit Test Generation | 124 | 126 |
| Code Documentation | 128 | 130 |
| Regex Writing | 116 | 124 |
| CI/CD Pipelines | 120 | 122 |
| Frontend Component Design | 122 | 126 |
| Data Analysis | 124 | 130 |
| CSV / Spreadsheet Cleanup | 132 | 130 |
| ETL Scripting | 128 | 128 |
| JSON Extraction | 120 | 132 |
| Bulk Data Labeling | 117 | 129 |
| OCR / Document Parsing | 131 | 130 |
| Table Extraction from PDFs | 131 | 130 |
| Long-Document Summarization | 136 | 136 |
| Short-Form Summarization | 112 | 126 |
| Blog Post Writing | 120 | 124 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →