Google: Gemini 4 Argon (batch) vs inclusionAI: Ling 3.0 Flash VL
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-19.
| Google: Gemini 4 Argon (batch) | inclusionAI: Ling 3.0 Flash VL | |
|---|---|---|
| Vendor | inclusionai | |
| Quality Score | 100 | 100 |
| Benchmark Score | 90.2 | 36.4 |
| Input Price | $1.00/M | $0.06/M |
| Output Price | $5.00/M | $0.18/M |
| Context Window | 1,048,576 | 131,072 |
| Max Output | 943,718 | 32,768 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | 86.7 | 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 Gemini 4 Argon (batch) costs $2.25, so Ling 3.0 Flash VL is about 21.4 times cheaper for the same work.
Gemini 4 Argon (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 Gemini 4 Argon (batch) offers audio input.
On our blended benchmark score Gemini 4 Argon (batch) leads 90.2 to 36.4.
Across the 20 tasks where they differ, Gemini 4 Argon (batch) scores higher on 16 (SQL Generation, Code Review, Code Refactoring and others), Ling 3.0 Flash VL on 4 (Code Completion, JSON Extraction, Bulk Data Labeling and others).
Gemini 4 Argon (batch) was released in October 2026 and Ling 3.0 Flash VL in September 2026.
Pick Gemini 4 Argon (batch) if you need long documents, audio input, benchmark performance 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.
Who wins by task?
| Task | Google: Gemini 4 Argon (batch) | inclusionAI: Ling 3.0 Flash VL |
|---|---|---|
| SQL Generation | 143 | 133 |
| Code Review | 148 | 128 |
| Code Completion | 120 | 127 |
| Code Refactoring | 149 | 126 |
| Bug Fixing | 152 | 132 |
| Unit Test Generation | 134 | 123 |
| Code Documentation | 138 | 124 |
| Regex Writing | 127 | 124 |
| CI/CD Pipelines | 130 | 119 |
| Frontend Component Design | 132 | 126 |
| Data Analysis | 137 | 130 |
| CSV / Spreadsheet Cleanup | 136 | 124 |
| ETL Scripting | 140 | 122 |
| JSON Extraction | 122 | 132 |
| Bulk Data Labeling | 120 | 129 |
| OCR / Document Parsing | 135 | 127 |
| Table Extraction from PDFs | 135 | 127 |
| Long-Document Summarization | 151 | 128 |
| Short-Form Summarization | 119 | 126 |
| Blog Post Writing | 131 | 121 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →