Directory · Model comparison

DeepSeek-V4-Pro 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 DeepSeek-V4-Pro Qwen3-235B-A22B
Input cost / 1M $1.32 $0.70
Output cost / 1M $3.96 $2.80
Context window 1,000,000 tokens 32,768 tokens
MMLU score

Cost verdict

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

DeepSeek-V4-Pro

Input: 1M × $1.32 = $1.32
Output: 1M × $3.96 = $3.96
Total
$5.28

Qwen3-235B-A22B

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

Total cost savings

$1.78

Qwen3-235B-A22B saves $1.78 per month vs the other model at this volume.

Model routing savings

Uses this page's verified rates. DeepSeek-V4-Pro is the premium route (higher combined per-1M cost); Qwen3-235B-A22B handles routine traffic.

Premium model

DeepSeek-V4-Pro

$1.32 in · $3.96 out / 1M

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Economical model

Qwen3-235B-A22B

$0.70 in · $2.80 out / 1M

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All premium

DeepSeek-V4-Pro

$264.00

100% of input and output on the premium route

Routed stack

80%Qwen3-235B-A22B

DeepSeek-V4-Pro

$192.80

Routine slice
$140.00
Premium slice
$52.80

Monthly savings

$71.20

27% lower

Rates pulled from this page's model database entries (deepseek-v4-pro, qwen3-235b-a22b) — same per-1M input/output figures as Tale of the tape. Production routing needs quality gates and monitoring.

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