Claude Opus 4.8 vs GLM 5.2

API pricing, context window and capabilities for Claude Opus 4.8 and GLM 5.2, side by side. Prices are the cheapest listed serving route per 1M tokens, from LiteLLM and OpenRouter.

Verdict

computed from the published numbers

Claude Opus 4.8 wins on Terminal-Bench and on intelligence. GLM 5.2 wins on price.

Price
GLM 5.2
Terminal-Bench
Claude Opus 4.8
Intelligence
Claude Opus 4.8
Context window
Tied

Key takeaways

who wins on what, from the published numbers

Claude Opus 4.8 wins

  • Has web search

GLM 5.2 wins

  • Cheaper input ($5.00 vs $0.05 /1M)
  • Cheaper output ($25.00 vs $1.98 /1M)
  • Higher max output (128K vs 1M)
  • More serving providers (8 vs 20)
Cheaper overall
GLM 5.2
$0.05 + $1.98 /1M
Larger context
Tied
More providers
GLM 5.2
20 providers

Pricing & specs

cheapest listed route · per 1M tokens
On-demand listed rates, OpenRouter routed quotes and Vercel reseller quotes. Enterprise commitments can be materially lower. An OpenRouter routed quote is the price of whichever upstream provider OpenRouter prefers today, so it moves day to day.
Claude Opus 4.8GLM 5.2
Input $/1M$5.00via Anthropic $0.05OpenRouter routed quote best
Output $/1M$25.00via Anthropic $1.98via Scx AI best
Context window1M 1M
Max output128K 1M best
Serving providers8 20 best
DateReleased May 28, 2026 Released Jun 13, 2026

Benchmarks

Benchmark scores, side by side
Claude Opus 4.8GLM 5.2
Intelligence41.8 best33.7
Terminal-Bench85% best78%
GPQA Diamond92% best89%
Output speed62 t/s 83 t/s best
Latency (TTFT)56.16s 2.97s best

Cost calculator

choose a serving route for each side
Input tokens / month
Output tokens / month
Claude Opus 4.8
via Azure
$50
GLM 5.2
via OpenRouter
$7.25

Capabilities

feature support, side by side
FeatureClaude Opus 4.8GLM 5.2
Vision✓✓
Tool use✓✓
Reasoning✓✓
Audio——
Prompt caching✓✓
Structured output✓✓
Web search✓—

Related comparisons

Frequently asked questions

Which is cheaper, Claude Opus 4.8 or GLM 5.2?
GLM 5.2 is cheaper for input ($5.00 vs $0.05 per 1M tokens) as an OpenRouter routed quote. GLM 5.2 is cheaper for output ($25.00 vs $1.98 per 1M tokens) from Scx AI.
What is the context window difference between Claude Opus 4.8 and GLM 5.2?
Both Claude Opus 4.8 and GLM 5.2 have about a 1M-token context window.
How do Claude Opus 4.8 and GLM 5.2 compare on benchmarks?
On the tracked benchmarks, Claude Opus 4.8 leads on Terminal-Bench, and Claude Opus 4.8 leads on intelligence.
Listed prices from LiteLLM, OpenRouter and Vercel · last checked Oct 14, 2026

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