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Claude Opus 4.8 vs Llama 3.3 70B 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 Claude Opus 4.8 Llama 3.3 70B Instruct
Input cost / 1M $5.00 $0.10
Output cost / 1M $25.00 $0.32
Context window 1,000,000 tokens 128,000 tokens
MMLU score 86%

Cost verdict

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

Claude Opus 4.8

Input: 1M × $5.00 = $5.00
Output: 1M × $25.00 = $25.00
Total
$30.00

Llama 3.3 70B Instruct

Input: 1M × $0.10 = $0.10
Output: 1M × $0.32 = $0.32
Total
$0.42

Total cost savings

$29.58

Llama 3.3 70B Instruct saves $29.58 per month vs the other model at this volume.

Model routing savings

Uses this page's verified rates. Claude Opus 4.8 is the premium route (higher combined per-1M cost); Llama 3.3 70B Instruct handles routine traffic.

Premium model

Claude Opus 4.8

$5.00 in · $25.00 out / 1M

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Economical model

Llama 3.3 70B Instruct

$0.10 in · $0.32 out / 1M

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All premium

Claude Opus 4.8

$1,500.00

100% of input and output on the premium route

Routed stack

80%Llama 3.3 70B Instruct

Claude Opus 4.8

$316.80

Routine slice
$16.80
Premium slice
$300.00

Monthly savings

$1,183.20

78.9% lower

Rates pulled from this page's model database entries (claude-opus-4-8, llama-3-3-70b-instruct) — same per-1M input/output figures as Tale of the tape. Production routing needs quality gates and monitoring.

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