Compare/Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs DeepSeek V3.1 (Non-reasoning)

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)vsDeepSeek V3.1 (Non-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
52 tok/s
TTFT
0.71s
DeepSeek

DeepSeek V3.1 (Non-reasoning)

Input
$0.56/M
Output
$1.68/M
Speed
TTFT

Winner by Category

Cheaper
DeepSeek V3.1 (Non-reasoning)
Faster (tok/s)
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Lower Latency
DeepSeek V3.1 (Non-reasoning)
Benchmarks (6-5)
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Pricing Comparison

MetricLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)DeepSeek V3.1 (Non-reasoning)
Input ($/M tokens)$0.6$0.56
Output ($/M tokens)$1.8$1.68
Cost for 1M input + 100K output tokens:
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)$0.78
DeepSeek V3.1 (Non-reasoning)$0.73

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
52 tok/s
DeepSeek V3.1 (Non-reasoning)
Time to First Token (seconds) — lower is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
0.71s
DeepSeek V3.1 (Non-reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
9.121.0
Coding Index
Math Index
63.749.7
GPQA Diamond
72.8%73.5%
MMLU-Pro
82.5%83.3%
LiveCodeBench
64.1%57.7%
AIME 2025
63.7%49.7%
MATH-500
95.2%
Humanity's Last Exam
8.1%6.3%
SciCode
34.7%36.7%
IFBench
38.2%37.8%
TerminalBench
2.3%24.2%
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)6 wins
5 winsDeepSeek V3.1 (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) or DeepSeek V3.1 (Non-reasoning)?

DeepSeek V3.1 (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.84/M tokens vs $0.90/M for Llama 3.1 Nemotron Ultra 253B v1 (Reasoning).

Which model performs better on benchmarks?

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) wins 6 out of 12 benchmarks compared to 5 for DeepSeek V3.1 (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) generates tokens faster at 52 tok/s vs 0 tok/s. However, DeepSeek V3.1 (Non-reasoning) has lower time-to-first-token (0.00s vs 0.71s).

When should I use Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs DeepSeek V3.1 (Non-reasoning)?

Choose based on your priorities: DeepSeek V3.1 (Non-reasoning) for lower cost, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) for stronger benchmark performance, and Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.