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Llama 3.1 8B Instruct vs Qwen3-235B-A22B

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 Llama 3.1 8B Instruct Qwen3-235B-A22B
Input cost / 1M $0.02 $0.70
Output cost / 1M $0.03 $2.80
Context window 128,000 tokens 32,768 tokens
MMLU score 69.4%

Cost verdict

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

Llama 3.1 8B Instruct

Input: 1M × $0.02 = $0.02
Output: 1M × $0.03 = $0.03
Total
$0.05

Qwen3-235B-A22B

Input: 1M × $0.70 = $0.70
Output: 1M × $2.80 = $2.80
Total
$3.50

Total cost savings

$3.45

Llama 3.1 8B Instruct saves $3.45 per month vs the other model at this volume.

Model routing savings

Uses this page's verified rates. Qwen3-235B-A22B is the premium route (higher combined per-1M cost); Llama 3.1 8B Instruct handles routine traffic.

Premium model

Qwen3-235B-A22B

$0.70 in · $2.80 out / 1M

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Economical model

Llama 3.1 8B Instruct

$0.02 in · $0.03 out / 1M

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All premium

Qwen3-235B-A22B

$175.00

100% of input and output on the premium route

Routed stack

80%Llama 3.1 8B Instruct

Qwen3-235B-A22B

$37.00

Routine slice
$2.00
Premium slice
$35.00

Monthly savings

$138.00

78.9% lower

Rates pulled from this page's model database entries (qwen3-235b-a22b, 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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