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Claude Opus 4.8 (Fast) vs GLM 5.2

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Claude Opus 4.8 (Fast) and GLM 5.2.

Anthropic

Claude Opus 4.8 (Fast)

Fast-mode variant of [Opus 4.8](/anthropic/claude-opus-4.8) - identical capabilities with higher output speed at 2x pricing relative to regular Opus 4.8. Learn more in Anthropic's docs: https://platform.claude.com/docs/en/build-with-claude/fast-mode

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Zhipu AI

GLM 5.2

GLM 5.2 is a large-scale reasoning model from Z.ai. It supports text input and output with a 1M-token context window, and is suited for long-horizon agent workflows, project-level software engineering,...

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Technical Specifications

SpecificationClaude Opus 4.8 (Fast)GLM 5.2
ProviderAnthropicZhipu AI
Context Window1,000,000 tokens1,048,576 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetabeta
API AvailableYesYes
Released Date2026-05-272026-06-16

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8 (Fast)

$10.00

GLM 5.2

$0.93

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

GLM 5.2

$3.00

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8950.0%
Claude Opus 4.8 (Fast)
GLM 5.2
HumanEvalPython coding & logic synthesis
N/Avs9120.0%
Claude Opus 4.8 (Fast)
GLM 5.2
MATHComplex mathematical problem solving
N/Avs8050.0%
Claude Opus 4.8 (Fast)
GLM 5.2
GPQAGraduate-level expert reasoning
N/Avs5350.0%
Claude Opus 4.8 (Fast)
GLM 5.2
HellaSwagCommonsense reasoning and inference
N/Avs8980.0%
Claude Opus 4.8 (Fast)
GLM 5.2
MT-BenchMulti-turn conversation flow quality
N/Avs930.0%
Claude Opus 4.8 (Fast)
GLM 5.2

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.

GLM 5.2 Quirks & Gotchas

No developer gotchas reported.