Model comparison
Qwen3.5 397B-A17B vs Sonar
Qwen3.5 397B-A17B is the stronger model overall, scoring 46.0 to 38.5 on the Noometry Index.
Last verified . 0 shared benchmarks.
Summary
- The widest gap is in reasoning, where Qwen3.5 397B-A17B leads 34.5 to 21.1.
- Sonar is cheaper at $1 / $1 per million input/output tokens, against $0.60 / $3.60 for Qwen3.5 397B-A17B.
- Qwen3.5 397B-A17B accepts more context: 262K tokens versus 128K.
- Qwen3.5 397B-A17B has downloadable open weights; the other is API-only.
Side by side
| Qwen3.5 397B-A17B | Sonar | |
|---|---|---|
| Provider | Alibaba (Qwen) | Perplexity |
| Noometry Index | 46.0 | 38.5 |
| Released | 2026-02-01 | 2024-01-01 |
| Weights | Open | Proprietary |
| Context window | 262K | 128K |
| Max output | 66K | 4K |
| Input $ / M tokens | $0.60 | $1 |
| Output $ / M tokens | $3.60 | $1 |
| Results tracked | 36 | 7 |
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Category by category
Coding Qwen3.5 397B-A17B leads
Qwen3.5 397B-A17B: 42.0 (#114), Sonar: 35.7 (#221)
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| LMArena WebDev | 1400 | — |
| LiveBench Coding | — | 35.1% |
| LMArena Coding | 1465 | — |
Agentic & Tool Use Not comparable
Qwen3.5 397B-A17B: 33.3 (#53), Sonar: —
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| APEX-Agents | 24.9% | — |
| τ²-bench Airline | 81.5% | — |
| τ²-bench Banking | 9.8% | — |
| τ²-bench Retail | 84.4% | — |
| τ²-bench Telecom | 97.8% | — |
Reasoning Qwen3.5 397B-A17B leads
Qwen3.5 397B-A17B: 34.5 (#70), Sonar: 21.1 (#227)
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| Kagi LLM Benchmark | 73.7% | — |
| NYT Connections (extended) | 58.9% | — |
| Chess Puzzles | 13% | — |
| Thematic Generalization | 65.1% | — |
| LiveBench Reasoning | — | 46.3% |
| LMArena Hard Prompts | 1448 | — |
| Mystery Game Puzzles | 18% | — |
| DTBench | 87.5% | — |
| LiveBench Data Analysis | — | 37.9% |
| LMCA | 37.9% | — |
| Epoch Capabilities Index | 146.65 | — |
| LiveBench | — | 46.9% |
Math Qwen3.5 397B-A17B leads
Qwen3.5 397B-A17B: 46.1 (#73), Sonar: 33.7 (#200)
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| FrontierMath (Tiers 1-3) | 31.2% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| LiveBench Math | — | 41.6% |
| LMArena Math | 1454 | — |
Knowledge Not comparable
Qwen3.5 397B-A17B: 53.3 (#58), Sonar: —
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| GPQA Diamond | 86.4% | — |
| LMArena Expert | 1462 | — |
Multimodal Not comparable
Qwen3.5 397B-A17B: 40.7 (#44), Sonar: —
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| LMArena Vision | 1263 | — |
Multilingual Not comparable
Qwen3.5 397B-A17B: 53.7 (#59), Sonar: —
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| LMArena Non-English | 1430 | — |
| LMArena Chinese | 1500 | — |
| LMArena French | 1461 | — |
| LMArena German | 1447 | — |
| LMArena Japanese | 1426 | — |
| LMArena Korean | 1384 | — |
| LMArena Russian | 1429 | — |
| LMArena Spanish | 1441 | — |
Instruction Following Qwen3.5 397B-A17B leads
Qwen3.5 397B-A17B: 75.0 (#77), Sonar: 71.4 (#150)
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| LiveBench Instruction Following | — | 76.2% |
| LMArena Instruction Following | 1424 | — |
Long Context Not comparable
Qwen3.5 397B-A17B: 44.1 (#74), Sonar: —
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| LMArena Longer Query | 1442 | — |
Writing & Preference Qwen3.5 397B-A17B leads
Qwen3.5 397B-A17B: 62.3 (#79), Sonar: 52.6 (#167)
| Benchmark | Qwen3.5 397B-A17B | Sonar |
|---|---|---|
| LMArena Text | 1438 | — |
| LMArena Creative Writing | 1401 | — |
| EQ-Bench Creative Writing | 1478 | — |
| LMArena Multi-Turn | 1446 | — |
| LiveBench Language | — | 44.1% |
Frequently asked questions
Is Qwen3.5 397B-A17B better than Sonar?
Qwen3.5 397B-A17B is the stronger model overall, scoring 46.0 to 38.5 on the Noometry Index.
Which is cheaper, Qwen3.5 397B-A17B or Sonar?
Sonar is cheaper. It lists at $1 per million input tokens and $1 per million output tokens; Qwen3.5 397B-A17B lists at $0.60 and $3.60.
Is Qwen3.5 397B-A17B or Sonar better for coding?
Qwen3.5 397B-A17B scores higher on coding benchmarks: 42.0 versus 35.7 in the Noometry coding category.
Which has the bigger context window?
Qwen3.5 397B-A17B does, with 262K tokens against 128K.
How many benchmarks do Qwen3.5 397B-A17B and Sonar share?
0 benchmarks have published results for both models. Qwen3.5 397B-A17B has 36 scored results on Noometry and Sonar has 7.