Directory · Model comparison

DeepSeek-R1-0528 vs Llama 3.1 8B Instruct

Side-by-side API economics and benchmarks. Per-1M input and output rates, context window, and verified metrics.

Tale of the tape

Head-to-head specs pulled from each model profile.

Metric DeepSeek-R1-0528 Llama 3.1 8B Instruct
Input cost / 1M $0.50 $0.02
Output cost / 1M $2.15 $0.04
Context window 163,840 tokens 128,000 tokens
MMLU score 69.4%

Cost verdict

Enter monthly input and output volumes to see total cost savings.

DeepSeek-R1-0528

Input: 1M × $0.50 = $0.50
Output: 1M × $2.15 = $2.15
Total
$2.65

Llama 3.1 8B Instruct

Input: 1M × $0.02 = $0.02
Output: 1M × $0.04 = $0.04
Total
$0.06

Total cost savings

$2.59

Llama 3.1 8B Instruct saves $2.59 per month vs the other model at this volume.

Model routing savings

Uses this page's verified rates. DeepSeek-R1-0528 is the premium route (higher combined per-1M cost); Llama 3.1 8B Instruct handles routine traffic.

Premium model

DeepSeek-R1-0528

$0.50 in · $2.15 out / 1M

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Economical model

Llama 3.1 8B Instruct

$0.02 in · $0.04 out / 1M

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All premium

DeepSeek-R1-0528

$132.50

100% of input and output on the premium route

Routed stack

80%Llama 3.1 8B Instruct

DeepSeek-R1-0528

$28.90

Routine slice
$2.40
Premium slice
$26.50

Monthly savings

$103.60

78.2% lower

Rates pulled from this page's model database entries (deepseek-r1, llama-3-1-8b-instruct) — same per-1M input/output figures as Tale of the tape. Production routing needs quality gates and monitoring.

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