NVIDIA Nemotron 3 Ultra is an open frontier-reasoning and orchestration model from NVIDIA, with 55B active parameters out of 550B total (MoE). Built on a hybrid Transformer-Mamba mixture-of-experts architecture, it...
Model details →NVIDIA: Nemotron 3 Ultra (batch) vs Qwen: Qwen3.5-122B-A10B
NVIDIA: Nemotron 3 Ultra (batch) and Qwen: Qwen3.5-122B-A10B are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
The Qwen3.5 122B-A10B native vision-language model is built on a hybrid architecture that integrates a linear attention mechanism with a sparse mixture-of-experts model, achieving higher inference efficiency. In terms of...
Model details →Side-by-side comparison
| Capability | NVIDIA: Nemotron 3 Ultra (batch) | Qwen: Qwen3.5-122B-A10B | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 512K | 262K | 🏆 NVIDIA: Nemotron 3 Ultra (batch) |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.30 | $0.29 | 🏆 Qwen: Qwen3.5-122B-A10B |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $1.80 | $2.40 | 🏆 NVIDIA: Nemotron 3 Ultra (batch) |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | — | Yes | 🏆 Qwen: Qwen3.5-122B-A10B |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is NVIDIA: Nemotron 3 Ultra (batch) better than Qwen: Qwen3.5-122B-A10B?
NVIDIA: Nemotron 3 Ultra (batch) and Qwen: Qwen3.5-122B-A10B are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
What's the price difference between NVIDIA: Nemotron 3 Ultra (batch) and Qwen: Qwen3.5-122B-A10B?
Input: $0.30 vs $0.29 per 1M tokens. Output: $1.80 vs $2.40 per 1M tokens.
What context windows do NVIDIA: Nemotron 3 Ultra (batch) and Qwen: Qwen3.5-122B-A10B support?
NVIDIA: Nemotron 3 Ultra (batch) supports up to 512K tokens. Qwen: Qwen3.5-122B-A10B supports up to 262K tokens.
Do both NVIDIA: Nemotron 3 Ultra (batch) and Qwen: Qwen3.5-122B-A10B support tool calling?
NVIDIA: Nemotron 3 Ultra (batch): yes. Qwen: Qwen3.5-122B-A10B: yes.
Compare NVIDIA: Nemotron 3 Ultra (batch) with other models
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