Compare/Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs GLM-4.5V (Reasoning)

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)vsGLM-4.5V (Reasoning)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

NVIDIA

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Input
$0.6/M
Output
$1.8/M
Speed
42 tok/s
TTFT
0.68s
Z AI

GLM-4.5V (Reasoning)

Input
$0.6/M
Output
$1.8/M
Speed
56 tok/s
TTFT
0.98s

Winner by Category

Cheaper
Tie
Faster (tok/s)
GLM-4.5V (Reasoning)
Lower Latency
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Benchmarks (8-4)
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Pricing Comparison

MetricLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)GLM-4.5V (Reasoning)
Input ($/M tokens)$0.6$0.6
Output ($/M tokens)$1.8$1.8
Cost for 1M input + 100K output tokens:
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)$0.78
GLM-4.5V (Reasoning)$0.78

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
42 tok/s
GLM-4.5V (Reasoning)
56 tok/s
Time to First Token (seconds) — lower is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
0.68s
GLM-4.5V (Reasoning)
0.98s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
15.015.1
Coding Index
13.110.9
Math Index
63.773.0
GPQA Diamond
72.8%68.4%
MMLU-Pro
82.5%78.8%
LiveCodeBench
64.1%60.4%
AIME 2025
63.7%73.0%
MATH-500
95.2%
Humanity's Last Exam
8.1%5.9%
SciCode
34.7%22.1%
IFBench
38.2%34.2%
TerminalBench
2.3%5.3%
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)8 wins
4 winsGLM-4.5V (Reasoning)

Frequently Asked Questions

Which is cheaper, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) or GLM-4.5V (Reasoning)?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) wins 8 out of 12 benchmarks compared to 4 for GLM-4.5V (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GLM-4.5V (Reasoning) generates tokens faster at 56 tok/s vs 42 tok/s. Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) also has lower time-to-first-token (0.68s vs 0.98s).

When should I use Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs GLM-4.5V (Reasoning)?

Choose based on your priorities: both are similarly priced, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) for stronger benchmark performance, and GLM-4.5V (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.