Qwen3.5 122B A10B vs NVIDIA Nemotron Nano 12B v2 VL: Release Comparison

Comparison of the Qwen3.5 122B A10B and NVIDIA Nemotron Nano 12B v2 VL releases: 2 and 2 models respectively, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across all 4 models.

  • For intelligence, Qwen3.5 122B A10B scores highest: Qwen3.5 122B A10B (Non-reasoning) at 18, against NVIDIA Nemotron Nano 12B v2 VL (Reasoning) at 7 for NVIDIA Nemotron Nano 12B v2 VL.
  • For output speed, NVIDIA Nemotron Nano 12B v2 VL is fastest: NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning) at 194 t/s, against Qwen3.5 122B A10B (Non-reasoning) at 145 t/s for Qwen3.5 122B A10B.

Releases compared

Intelligence

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v4.3.2 incorporates 10 evaluations: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1
Estimate (independent evaluation forthcoming)

Intelligence Index vs. Cost per Intelligence Index Task

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task
Most attractive quadrant
Pareto line

Cost per Task (USD, Log Scale)

Cost

Cost per Intelligence Index Task

Weighted average cost (USD) per Artificial Analysis Intelligence Index task, segmented by token type. Lower is better

Speed & Latency

Output Speed

Output tokens per second · Higher is better

Capability Scores

Capability Indexes

Measures the performance of models on specific capabilities and industries
Finance & Accounting Index

Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better

Strategy & Ops Index

Incorporates 6 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better

Legal Index

Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AA-LCR v1.1, GDP.pdf, AutomationBench-AA · Higher is better

Healthcare & Medical Index

Incorporates 6 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, MLCR-AA, Humanity's Last Exam, AutomationBench-AA · Higher is better

Engineering Index

Incorporates 6 evaluations: AA-Omniscience, Humanity's Last Exam, CritPt, GDPval-AA v2.1, AA-Briefcase v1.1, Terminal-Bench 4.0 · Higher is better

Economics Index

Incorporates 5 evaluations: AA-Omniscience, Humanity's Last Exam, GDPval-AA v2.1, AA-Briefcase v1.1, AA-LCR v1.1 · Higher is better

Further details

Input modality
Output modality
Weights
Provider Benchmarks
Qwen3.5 122B A10B (Non-reasoning)
Alibaba logoAlibaba
18
-
-
-
-
-
-
-
$0.7
$0.40
$3.20
-
-
-
-
-
145
2.34s
2.34s
5.79s
-
125B
10B active at inference time
262k
Feb 2026
-
No

Supports: text and image

Supports: text

DeepInfraAlibaba Cloud
Qwen3.5 122B A10B (Reasoning)
Alibaba logoAlibaba
16
17
13
17
-
19
24
$0.32
$0.7
$0.40
$3.20
-
$661
17k
7k
101M
127
2.37s
18.07s
22.00s
126.06s
125B
10B active at inference time
262k
Feb 2026
-
Yes

Supports: text and image

Supports: text

SiliconFlowDeepInfraAlibaba Cloud
+2
NVIDIA Nemotron Nano 12B v2 VL (Reasoning)
NVIDIA logoNVIDIA
7
-
-
-
-
-
-
-
$0.2
$0.20
$0.60
-
-
-
-
-
134
5.61s
20.55s
24.28s
-
13.2B
128k
Oct 2025
-
Yes

Supports: text and image

Supports: text

DeepInfra
NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)
NVIDIA logoNVIDIA
6
-
-
-
-
-
-
-
$0.2
$0.20
$0.60
-
-
-
-
-
194
1.61s
1.61s
4.18s
-
13.2B
128k
Oct 2025
-
No

Supports: text and image

Supports: text

Amazon BedrockDeepInfra