OpenAI: GPT-5.4 vs Qwen: Qwen3.5-122B-A10B
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| OpenAI: GPT-5.4 | Qwen: Qwen3.5-122B-A10B | |
|---|---|---|
| Vendor | openai | qwen |
| Quality Score | 100 | 100 |
| Benchmark Score | 89.6 | 54.9 |
| Input Price | $2.50/M | $0.26/M |
| Output Price | $15.00/M | $2.08/M |
| Context Window | 1,050,000 | 262,144 |
| Max Output | 128,000 | 65,536 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 84.8 | 53.3 |
| ai_index_agentic | 67.8 | 34.2 |
| ai_index_coding | 100.0 | 75.4 |
| eqbench | 75.6 | - |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Qwen3.5-122B-A10B costs $0.78 and GPT-5.4 costs $6.25, so Qwen3.5-122B-A10B is about 8.0 times cheaper for the same work.
GPT-5.4 reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 393 pages for Qwen3.5-122B-A10B.
Only Qwen3.5-122B-A10B offers video input.
On our blended benchmark score GPT-5.4 leads 89.6 to 54.9.
Across the 20 tasks where they differ, GPT-5.4 scores higher on 16 (SQL Generation, Code Review, Code Refactoring and others), Qwen3.5-122B-A10B on 4 (Code Completion, JSON Extraction, Bulk Data Labeling and others).
GPT-5.4 was released in March 2026 and Qwen3.5-122B-A10B in February 2026.
Pick GPT-5.4 if you need long documents, benchmark performance or the stronger all-round task scores; pick Qwen3.5-122B-A10B if you need lower cost or video input.
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 | OpenAI: GPT-5.4 | Qwen: Qwen3.5-122B-A10B |
|---|---|---|
| SQL Generation | 174 | 155 |
| Code Review | 175 | 148 |
| Code Completion | 120 | 129 |
| Code Refactoring | 173 | 145 |
| Bug Fixing | 187 | 156 |
| Unit Test Generation | 158 | 140 |
| Code Documentation | 146 | 133 |
| Regex Writing | 136 | 129 |
| CI/CD Pipelines | 149 | 132 |
| Frontend Component Design | 148 | 137 |
| Data Analysis | 173 | 152 |
| CSV / Spreadsheet Cleanup | 157 | 142 |
| ETL Scripting | 161 | 139 |
| JSON Extraction | 137 | 143 |
| Bulk Data Labeling | 122 | 133 |
| OCR / Document Parsing | 148 | 139 |
| Table Extraction from PDFs | 148 | 139 |
| Long-Document Summarization | 167 | 143 |
| Short-Form Summarization | 122 | 128 |
| Blog Post Writing | 143 | 130 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →