inclusionAI: Ling 3.0 Flash VL vs DeepSeek: DeepSeek V4.1 Flash (batch)
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| inclusionAI: Ling 3.0 Flash VL | DeepSeek: DeepSeek V4.1 Flash (batch) | |
|---|---|---|
| Vendor | inclusionai | deepseek |
| Quality Score | 100 | 100 |
| Input Price | $0.06/M | $0.01/M |
| Output Price | $0.18/M | $0.20/M |
| Context Window | 131,072 | 1,048,576 |
| Max Output | 32,768 | 943,718 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, DeepSeek V4.1 Flash (batch) costs $0.061 and Ling 3.0 Flash VL costs $0.10, so DeepSeek V4.1 Flash (batch) is about 1.7 times cheaper for the same work.
DeepSeek V4.1 Flash (batch) reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 197 pages for Ling 3.0 Flash VL.
Only Ling 3.0 Flash VL offers video input.
Across the 14 tasks where they differ, DeepSeek V4.1 Flash (batch) on 14 (SQL Generation, Code Review, Code Completion and others).
Pick Ling 3.0 Flash VL if you need video input; pick DeepSeek V4.1 Flash (batch) if you need lower cost, long documents 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 | inclusionAI: Ling 3.0 Flash VL | DeepSeek: DeepSeek V4.1 Flash (batch) |
|---|---|---|
| SQL Generation | 128 | 134 |
| Code Review | 121 | 132 |
| Code Completion | 126 | 132 |
| Code Refactoring | 119 | 136 |
| Bug Fixing | 125 | 136 |
| Unit Test Generation | 118 | 124 |
| Code Documentation | 121 | 132 |
| CI/CD Pipelines | 114 | 120 |
| CSV / Spreadsheet Cleanup | 123 | 134 |
| ETL Scripting | 117 | 128 |
| OCR / Document Parsing | 125 | 131 |
| Table Extraction from PDFs | 125 | 131 |
| Long-Document Summarization | 121 | 138 |
| Blog Post Writing | 116 | 122 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →