Gemini 3.1 Pro Preview vs GLM 5.2

API pricing, context window and capabilities for Gemini 3.1 Pro Preview 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

GLM 5.2 wins on price, on Terminal-Bench and on intelligence.

Price
GLM 5.2
Terminal-Bench
GLM 5.2
Intelligence
GLM 5.2
Context window
Tied

Key takeaways

who wins on what, from the published numbers

Gemini 3.1 Pro Preview wins

  • Supports audio
  • Has web search

GLM 5.2 wins

  • Cheaper input ($2.00 vs $0.05 /1M)
  • Cheaper output ($12.00 vs $1.98 /1M)
  • Higher max output (66K vs 1M)
  • More serving providers (6 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.
Gemini 3.1 Pro PreviewGLM 5.2
Input $/1M$2.00via Google $0.05OpenRouter routed quote best
Output $/1M$12.00via Google $1.98via Scx AI best
Context window1M 1M
Max output66K 1M best
Serving providers6 20 best
DateReleased Feb 19, 2026 Released Jun 13, 2026

Benchmarks

Benchmark scores, side by side
Gemini 3.1 Pro PreviewGLM 5.2
Intelligence29.7 33.7 best
Terminal-Bench74% 78% best
GPQA Diamond94% best89%
Output speed140 t/s best83 t/s
Latency (TTFT)26.52s 2.97s best

Cost calculator

choose a serving route for each side
Input tokens / month
Output tokens / month
Gemini 3.1 Pro Preview
via Google
$22
GLM 5.2
via OpenRouter
$7.25

Capabilities

feature support, side by side
FeatureGemini 3.1 Pro PreviewGLM 5.2
Vision✓✓
Tool use✓✓
Reasoning✓✓
Audio✓—
Prompt caching✓✓
Structured output✓✓
Web search✓—

Related comparisons

Frequently asked questions

Which is cheaper, Gemini 3.1 Pro Preview or GLM 5.2?
GLM 5.2 is cheaper for input ($2.00 vs $0.05 per 1M tokens) as an OpenRouter routed quote. GLM 5.2 is cheaper for output ($12.00 vs $1.98 per 1M tokens) from Scx AI.
What is the context window difference between Gemini 3.1 Pro Preview and GLM 5.2?
Both Gemini 3.1 Pro Preview and GLM 5.2 have about a 1M-token context window.
How do Gemini 3.1 Pro Preview and GLM 5.2 compare on benchmarks?
On the tracked benchmarks, GLM 5.2 leads on Terminal-Bench, and GLM 5.2 leads on intelligence.
Listed prices from LiteLLM, OpenRouter and Vercel · last checked Oct 14, 2026

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