Meta: Muse Wonder vs inclusionAI: Ling 3.0 Flash VL
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-13.
| Meta: Muse Wonder | inclusionAI: Ling 3.0 Flash VL | |
|---|---|---|
| Vendor | meta | inclusionai |
| Quality Score | 100 | 100 |
| Benchmark Score | 90.2 | 38.6 |
| Input Price | $4.00/M | $0.02/M |
| Output Price | $20.00/M | $0.06/M |
| Context Window | 1,048,576 | 262,144 |
| Max Output | 943,718 | 32,768 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | 86.4 | 40.5 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Ling 3.0 Flash VL costs $0.036 and Muse Wonder costs $9.00, so Ling 3.0 Flash VL is about 247.3 times cheaper for the same work.
Muse Wonder reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 393 pages for Ling 3.0 Flash VL.
Only Muse Wonder offers audio input.
On our blended benchmark score Muse Wonder leads 90.2 to 38.6.
Across the 20 tasks where they differ, Muse Wonder scores higher on 15 (SQL Generation, Code Review, Code Refactoring and others), Ling 3.0 Flash VL on 5 (Code Completion, Regex Writing, JSON Extraction and others).
Muse Wonder was released in October 2026 and Ling 3.0 Flash VL in September 2026.
Pick Muse Wonder 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 | Meta: Muse Wonder | inclusionAI: Ling 3.0 Flash VL |
|---|---|---|
| SQL Generation | 142 | 136 |
| Code Review | 148 | 134 |
| Code Completion | 116 | 130 |
| Code Refactoring | 149 | 134 |
| Bug Fixing | 152 | 138 |
| Unit Test Generation | 134 | 126 |
| Code Documentation | 135 | 130 |
| Regex Writing | 123 | 124 |
| CI/CD Pipelines | 130 | 122 |
| Frontend Component Design | 132 | 126 |
| Data Analysis | 137 | 130 |
| CSV / Spreadsheet Cleanup | 135 | 130 |
| ETL Scripting | 140 | 128 |
| JSON Extraction | 119 | 132 |
| Bulk Data Labeling | 114 | 130 |
| OCR / Document Parsing | 135 | 130 |
| Table Extraction from PDFs | 135 | 130 |
| Long-Document Summarization | 149 | 136 |
| Short-Form Summarization | 115 | 126 |
| Blog Post Writing | 130 | 124 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →