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Claude Opus 4.8 vs GLM-5.2

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 GLM-5.2
Input cost / 1M $5.00 $1.40
Output cost / 1M $25.00 $4.40
Context window 1,000,000 tokens 1,048,576 tokens
MMLU score

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

GLM-5.2

Input: 1M × $1.40 = $1.40
Output: 1M × $4.40 = $4.40
Total
$5.80

Total cost savings

$24.20

GLM-5.2 saves $24.20 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); GLM-5.2 handles routine traffic.

Premium model

Claude Opus 4.8

$5.00 in · $25.00 out / 1M

View profile →

Economical model

GLM-5.2

$1.40 in · $4.40 out / 1M

View profile →

All premium

Claude Opus 4.8

$1,500.00

100% of input and output on the premium route

Routed stack

80%GLM-5.2

Claude Opus 4.8

$532.00

Routine slice
$232.00
Premium slice
$300.00

Monthly savings

$968.00

64.5% lower

Rates pulled from this page's model database entries (claude-opus-4-8, glm-5-2) — same per-1M input/output figures as Tale of the tape. Production routing needs quality gates and monitoring.

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