head-to-head
Sakana: Fugu Max vs inclusionAI: Ling 3.0 Flash
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.
| Sakana: Fugu Max | inclusionAI: Ling 3.0 Flash | |
|---|---|---|
| Vendor | sakana | inclusionai |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 39.3 |
| Input Price | $2.00/M | $0.02/M |
| Output Price | $6.00/M | $0.06/M |
| Context Window | 1,000,000 | 262,144 |
| Max Output | 128,000 | 32,768 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | - |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | - | 41.1 |
Who wins by task?
| Task | Sakana: Fugu Max | inclusionAI: Ling 3.0 Flash |
|---|---|---|
| SQL Generation | 133 | 136 |
| Code Review | 132 | 134 |
| Code Completion | 118 | 130 |
| Code Refactoring | 136 | 134 |
| Bug Fixing | 136 | 138 |
| Unit Test Generation | 124 | 126 |
| Code Documentation | 130 | 130 |
| Regex Writing | 118 | 124 |
| CI/CD Pipelines | 120 | 122 |
| Frontend Component Design | 122 | 96 |
| Data Analysis | 124 | 130 |
| CSV / Spreadsheet Cleanup | 133 | 130 |
| ETL Scripting | 128 | 128 |
| JSON Extraction | 122 | 132 |
| Bulk Data Labeling | 119 | 130 |
| OCR / Document Parsing | 131 | 85 |
| Table Extraction from PDFs | 131 | 85 |
| Long-Document Summarization | 137 | 136 |
| Short-Form Summarization | 114 | 126 |
| Blog Post Writing | 121 | 124 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
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