Model comparison
Claude Opus 4.7 vs Gemini 3.1 Pro Preview
Compare Claude Opus 4.7 vs Gemini 3.1 Pro Preview API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.
Claude Opus 4.7
anthropic · claude-opus-4-7
- Input
- $5
- Output
- $25
- Context
- 1M
Gemini 3.1 Pro Preview
gemini · gemini/gemini-3.1-pro-preview
- Input
- $2
- Output
- $12
- Context
- 1M
Quick take
Gemini 3.1 Pro Preview has the lower input price at $2 per 1M input tokens. Gemini 3.1 Pro Preview is cheaper for the example blended workload below. Gemini 3.1 Pro Preview has the larger context window at 1M tokens.
Choose Claude Opus 4.7 if...
- Claude Opus 4.7 gives more room for long generated answers, reports, or code output.
Choose Gemini 3.1 Pro Preview if...
- Gemini 3.1 Pro Preview is the better default for cost-sensitive traffic and repeated high-volume calls.
- Gemini 3.1 Pro Preview is safer for long documents, repository analysis, and RAG prompts because it has the larger context window.
Example workload cost
Estimates use input tokens plus 20% output tokens. They exclude provider discounts, cache hits, and tool/search surcharges.
| Workload | Claude Opus 4.7 | Gemini 3.1 Pro Preview | Cheaper |
|---|---|---|---|
| 1M input + 200K output | $10.00 | $4.40 | Gemini 3.1 Pro Preview |
| 10M input + 2M output | $100.00 | $44.00 | Gemini 3.1 Pro Preview |
| 100M input + 20M output | $1,000.00 | $440.00 | Gemini 3.1 Pro Preview |
Context, output, and capability fit
Gemini 3.1 Pro Preview provides the larger context window. Check max output separately when the task needs long reports, code generation, or full-document rewrites.
- Claude Opus 4.7 max output
- 128K
- Gemini 3.1 Pro Preview max output
- 65.5K
- Claude Opus 4.7 features
- prompt caching, function calling, vision
- Gemini 3.1 Pro Preview features
- prompt caching, function calling, vision
Risk notes for Claude Opus 4.7
- High output price: cap max tokens for verbose generation workloads.
Risk notes for Gemini 3.1 Pro Preview
- Preview or beta model: verify availability and pricing before production rollout.
Routing tags
frontierpremiumreasoningcodingagentslong-contextmultimodalcache-friendlyragpreviewenterprise-rag