Claude Opus 4.8 vs Gemini 3.1 Pro Preview
API pricing, context window and capabilities for Claude Opus 4.8 and Gemini 3.1 Pro Preview, side by side. Prices are the cheapest serving route per 1M tokens, verified against LiteLLM and OpenRouter.
Verdict
computed from the published numbersClaude Opus 4.8 wins on coding and on intelligence. Gemini 3.1 Pro Preview wins on price.
Price
Gemini 3.1 Pro Preview
Coding
Claude Opus 4.8
Intelligence
Claude Opus 4.8
Context window
Tied
Key takeaways
who wins on what, from the published numbersClaude Opus 4.8 wins
- Higher max output (128K vs 66K)
Gemini 3.1 Pro Preview wins
- Cheaper input ($5.00 vs $2.00 /1M)
- Cheaper output ($25.00 vs $12.00 /1M)
- Supports audio
- Has web search
Cheaper overall
Gemini 3.1 Pro Preview
$2.00 + $12.00 /1M
Larger context
Tied
More providers
Tied
Pricing & specs
cheapest serving route · per 1M tokens| Claude Opus 4.8 | Gemini 3.1 Pro Preview | |
|---|---|---|
| Input $/1M | $5.00 | $2.00 best |
| Output $/1M | $25.00 | $12.00 best |
| Context window | 1M | 1M |
| Max output | 128K best | 66K |
| Serving providers | 4 | 4 |
| Released | 2026-05-28 | 2026-02-19 |
Benchmarks
Artificial Analysis indices, side by side| Claude Opus 4.8 | Gemini 3.1 Pro Preview | |
|---|---|---|
| Intelligence | 55.7 best | 46.5 |
| Coding | 74.3 best | 68.8 |
| GPQA Diamond | 92% | 94% best |
| Output speed | 68 t/s | 154 t/s best |
| Latency (TTFT) | 38.57s | 34.98s best |
Cost calculator
choose a serving route for each sideInput tokens / month
Output tokens / month
Claude Opus 4.8
via Amazon Bedrock
$50
Gemini 3.1 Pro Preview
via Vertex AI
$22
Capabilities
feature support, side by side| Feature | Claude Opus 4.8 | Gemini 3.1 Pro Preview |
|---|---|---|
| Vision | ✓ | ✓ |
| Tool use | ✓ | ✓ |
| Reasoning | ✓ | ✓ |
| Audio | — | ✓ |
| Prompt caching | ✓ | ✓ |
| Structured output | ✓ | ✓ |
| Web search | — | ✓ |
Related comparisons
Frequently asked questions
Which is cheaper, Claude Opus 4.8 or Gemini 3.1 Pro Preview?
Gemini 3.1 Pro Preview is cheaper for input ($5.00 vs $2.00 per 1M tokens). Gemini 3.1 Pro Preview is cheaper for output ($25.00 vs $12.00 per 1M tokens).
What is the context window difference between Claude Opus 4.8 and Gemini 3.1 Pro Preview?
Both Claude Opus 4.8 and Gemini 3.1 Pro Preview have about a 1M-token context window.
How do Claude Opus 4.8 and Gemini 3.1 Pro Preview compare on benchmarks?
On the tracked Artificial Analysis indices, Claude Opus 4.8 leads on coding, and Claude Opus 4.8 leads on intelligence.
Pricing verified against LiteLLM + OpenRouter + provider pages · refreshed daily
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