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

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)vsDeepSeek V3.1 (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
DeepSeek

DeepSeek V3.1 (Reasoning)

Input
$0.6/M
Output
$1.7/M
Speed
TTFT

Winner by Category

Cheaper
DeepSeek V3.1 (Reasoning)
Faster (tok/s)
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Lower Latency
DeepSeek V3.1 (Reasoning)
Benchmarks (1-11)
DeepSeek V3.1 (Reasoning)

Pricing Comparison

MetricLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)DeepSeek V3.1 (Reasoning)
Input ($/M tokens)$0.6$0.6
Output ($/M tokens)$1.8$1.7
Cost for 1M input + 100K output tokens:
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)$0.78
DeepSeek V3.1 (Reasoning)$0.77

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
42 tok/s
DeepSeek V3.1 (Reasoning)
Time to First Token (seconds) — lower is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
0.68s
DeepSeek V3.1 (Reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
15.027.7
Coding Index
13.129.7
Math Index
63.789.7
GPQA Diamond
72.8%77.9%
MMLU-Pro
82.5%85.1%
LiveCodeBench
64.1%78.4%
AIME 2025
63.7%89.7%
MATH-500
95.2%
Humanity's Last Exam
8.1%13.0%
SciCode
34.7%39.1%
IFBench
38.2%41.5%
TerminalBench
2.3%25.0%
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)1 wins
11 winsDeepSeek V3.1 (Reasoning)

Frequently Asked Questions

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

DeepSeek V3.1 (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.88/M tokens vs $0.90/M for Llama 3.1 Nemotron Ultra 253B v1 (Reasoning).

Which model performs better on benchmarks?

DeepSeek V3.1 (Reasoning) wins 11 out of 12 benchmarks compared to 1 for Llama 3.1 Nemotron Ultra 253B v1 (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 42 tok/s vs 0 tok/s. However, DeepSeek V3.1 (Reasoning) has lower time-to-first-token (0.00s vs 0.68s).

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

Choose based on your priorities: DeepSeek V3.1 (Reasoning) for lower cost, DeepSeek V3.1 (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.