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

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

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

DeepSeek

DeepSeek V3.1 (Reasoning)

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

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

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

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 (11-1)
DeepSeek V3.1 (Reasoning)

Pricing Comparison

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

Speed Comparison

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

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
27.715.0
Coding Index
29.713.1
Math Index
89.763.7
GPQA Diamond
77.9%72.8%
MMLU-Pro
85.1%82.5%
LiveCodeBench
78.4%64.1%
AIME 2025
89.7%63.7%
MATH-500
95.2%
Humanity's Last Exam
13.0%8.1%
SciCode
39.1%34.7%
IFBench
41.5%38.2%
TerminalBench
25.0%2.3%
DeepSeek V3.1 (Reasoning)11 wins
1 winsLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek V3.1 (Reasoning) or Llama 3.1 Nemotron Ultra 253B v1 (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. DeepSeek V3.1 (Reasoning) also has lower time-to-first-token (0.00s vs 0.68s).

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