Compare/Llama 3 Instruct 70B vs DeepSeek V3.1 (Reasoning)

Llama 3 Instruct 70BvsDeepSeek V3.1 (Reasoning)

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

Meta

Llama 3 Instruct 70B

Input
$0.58/M
Output
$1.745/M
Speed
40 tok/s
TTFT
0.48s
DeepSeek

DeepSeek V3.1 (Reasoning)

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

Winner by Category

Cheaper
Llama 3 Instruct 70B
Faster (tok/s)
Llama 3 Instruct 70B
Lower Latency
DeepSeek V3.1 (Reasoning)
Benchmarks (1-11)
DeepSeek V3.1 (Reasoning)

Pricing Comparison

MetricLlama 3 Instruct 70BDeepSeek V3.1 (Reasoning)
Input ($/M tokens)$0.58$0.6
Output ($/M tokens)$1.745$1.7
Cost for 1M input + 100K output tokens:
Llama 3 Instruct 70B$0.75
DeepSeek V3.1 (Reasoning)$0.77

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3 Instruct 70B
40 tok/s
DeepSeek V3.1 (Reasoning)
Time to First Token (seconds) — lower is better
Llama 3 Instruct 70B
0.48s
DeepSeek V3.1 (Reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
8.927.7
Coding Index
6.829.7
Math Index
89.7
GPQA Diamond
37.9%77.9%
MMLU-Pro
57.4%85.1%
LiveCodeBench
19.8%78.4%
AIME 2025
89.7%
MATH-500
48.3%
Humanity's Last Exam
4.4%13.0%
SciCode
18.9%39.1%
IFBench
37.1%41.5%
TerminalBench
0.8%25.0%
Llama 3 Instruct 70B1 wins
11 winsDeepSeek V3.1 (Reasoning)

Frequently Asked Questions

Which is cheaper, Llama 3 Instruct 70B or DeepSeek V3.1 (Reasoning)?

Llama 3 Instruct 70B is cheaper overall. Its blended price (3:1 input/output ratio) is $0.87/M tokens vs $0.88/M for DeepSeek V3.1 (Reasoning).

Which model performs better on benchmarks?

DeepSeek V3.1 (Reasoning) wins 11 out of 12 benchmarks compared to 1 for Llama 3 Instruct 70B. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Llama 3 Instruct 70B generates tokens faster at 40 tok/s vs 0 tok/s. However, DeepSeek V3.1 (Reasoning) has lower time-to-first-token (0.00s vs 0.48s).

When should I use Llama 3 Instruct 70B vs DeepSeek V3.1 (Reasoning)?

Choose based on your priorities: Llama 3 Instruct 70B for lower cost, DeepSeek V3.1 (Reasoning) for stronger benchmark performance, and Llama 3 Instruct 70B for faster generation. For latency-sensitive apps, check the TTFT comparison above.