Nemotron 3 Super 120B A12B (Reasoning) vs Qwen3.5 9B (Reasoning)
Which is better for the money: Nemotron 3 Super 120B A12B (Reasoning) by NVIDIA or Qwen3.5 9B (Reasoning) by Alibaba? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-27.
Trade-off
Verdict
Depends on your budget
Nemotron 3 Super 120B A12B (Reasoning) scores 1.6 points higher (12.8 vs 11.2) but costs 4.0× as much to run the benchmark ($1319 vs $329; premium vs mid-range cost classes). They are not alternatives at one budget: pick Nemotron 3 Super 120B A12B (Reasoning) when you need intelligence above 11.2, and Qwen3.5 9B (Reasoning) when 11.2 is enough.
| Metric | Nemotron 3 Super 120B A12B (Reasoning) | Qwen3.5 9B (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 12.8 | 11.2 | −12.5% Qwen3.5 9B (Reasoning) is 12.5% less intelligent |
| Total AA cost (lower is better) | $1,318.62 | $328.86 | −75.1% Qwen3.5 9B (Reasoning) is 75.1% cheaper |
| End-to-end time (lower is better) | 16.78s | 43.79s | +161.0% Qwen3.5 9B (Reasoning) is 161.0% slower |
| Price per 1M tokens (in / out) | $0.30 / $0.90 | $0.14 / $0.20 | |
| Input modalities | Text | Text, Image, Video |
Qwen3.5 9B (Reasoning) vs Nemotron 3 Super 120B A12B (Reasoning): 12.5% less intelligence, 75.1% less cost to run the AA benchmark, and 161.0% slower end-to-end.
Today's Pareto frontier
Against the frontier
- Nemotron 3 Super 120B A12B (Reasoning) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
- Qwen3.5 9B (Reasoning) is off the frontier: at the same or lower cost, MiMo-V2.6-Pro scores 46.30 for $207.
Nemotron 3 Super 120B A12B (Reasoning)Qwen3.5 9B (Reasoning)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
Compare something else
Agents:
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/nvidia-nemotron-3-super-120b-a12b/qwen3-5-9b · Markdown: /api/v1/compare/nvidia-nemotron-3-super-120b-a12b/qwen3-5-9b?format=md · llms.txt · agent skill