A
Anthropic
Claude Opus 4.7
- Model type
- Proprietary
- Evidence state
- Supported evidence
- Published context
- 1,000,000
Claude Opus 4.7 vs
Gemini 3.1 Pro
Read the published evidence, route context, and missing facts before making a local decision. This page does not name a universal winner.
Models in this comparison
Provider identity and evidence state stay balanced across the pair.
GGoogle
Gemini 3.1 Pro
- Model type
- Proprietary
- Evidence state
- Estimated evidence
- Published context
- 1,000,000
Key implications
Insufficient shared-metric coverage. Each finding is tied to a published metric, price, context, or modality fact.
- Input API price: Gemini 3.1 Pro has the lower verified rate ($2 / 1M tokens vs $5 / 1M tokens).
- Output API price: Gemini 3.1 Pro has the lower verified rate ($12 / 1M tokens vs $25 / 1M tokens).
Shared metric view
A radar is shown only when at least four compatible supported score metrics are published.
Comparable metric detail
- AgenticClaude Opus 4.7: 58.5 · Gemini 3.1 Pro: 33.84
- CodingClaude Opus 4.7: 68.72 · Gemini 3.1 Pro: 49.3
- KnowledgeClaude Opus 4.7: 63.9 · Gemini 3.1 Pro: 66.7
- MathClaude Opus 4.7: 61.8 · Gemini 3.1 Pro: 55.1
- MultimodalGroundedClaude Opus 4.7: Unavailable · Gemini 3.1 Pro: 76.8
- ReasoningClaude Opus 4.7: Unavailable · Gemini 3.1 Pro: 72.4
- OverallClaude Opus 4.7: 72.33 · Gemini 3.1 Pro: 56.25
Source metrics
Friendly metric names and published units stay visible. Missing measurements remain unavailable rather than becoming a score.
| Metric | Unit | Claude Opus 4.7 | Gemini 3.1 Pro |
|---|---|---|---|
| Agentic | score | 58.5 | 33.84 |
| Coding | score | 68.72 | 49.3 |
| Knowledge | score | 63.9 | 66.7 |
| Math | score | 61.8 | 55.1 |
| MultimodalGrounded | score | Unavailable | 76.8 |
| Reasoning | score | Unavailable | 72.4 |
| Overall | score | 72.33 | 56.25 |
Agentic
- Unit
- score
- Claude Opus 4.7
- 58.5
- Gemini 3.1 Pro
- 33.84
Coding
- Unit
- score
- Claude Opus 4.7
- 68.72
- Gemini 3.1 Pro
- 49.3
Knowledge
- Unit
- score
- Claude Opus 4.7
- 63.9
- Gemini 3.1 Pro
- 66.7
Math
- Unit
- score
- Claude Opus 4.7
- 61.8
- Gemini 3.1 Pro
- 55.1
MultimodalGrounded
- Unit
- score
- Claude Opus 4.7
- Unavailable
- Gemini 3.1 Pro
- 76.8
Reasoning
- Unit
- score
- Claude Opus 4.7
- Unavailable
- Gemini 3.1 Pro
- 72.4
Overall
- Unit
- score
- Claude Opus 4.7
- 72.33
- Gemini 3.1 Pro
- 56.25
Pricing and context
Verification is shown beside each selected route. Missing facts remain Not verified.
| Field | Unit | Claude Opus 4.7 | Gemini 3.1 Pro |
|---|---|---|---|
| Input API price | USD / 1M tokens | $5 | $2 |
| Cached input API price | USD / 1M tokens | Not verified | $0.2 |
| Output API price | USD / 1M tokens | $25 | $12 |
| Route context | tokens | 1,000,000 | 1,000,000 |
| Input modalities | published list | Not verified | Not verified |
| Output modalities | published list | Not verified | Not verified |
Input API price
- Unit
- USD / 1M tokens
- Claude Opus 4.7
- $5
- Gemini 3.1 Pro
- $2
Cached input API price
- Unit
- USD / 1M tokens
- Claude Opus 4.7
- Not verified
- Gemini 3.1 Pro
- $0.2
Output API price
- Unit
- USD / 1M tokens
- Claude Opus 4.7
- $25
- Gemini 3.1 Pro
- $12
Route context
- Unit
- tokens
- Claude Opus 4.7
- 1,000,000
- Gemini 3.1 Pro
- 1,000,000
Input modalities
- Unit
- published list
- Claude Opus 4.7
- Not verified
- Gemini 3.1 Pro
- Not verified
Output modalities
- Unit
- published list
- Claude Opus 4.7
- Not verified
- Gemini 3.1 Pro
- Not verified
Evidence provenance
Source records, route identity, timestamps, and methodology are consolidated here without declaring either model a winner.
- Publication time
- Aug 30, 2026, 2:15 AM UTC
- Freshness
- Stale — Published weekly benchmark evidence has not refreshed within 8 days.
- Methodology
- benchlm: benchlm_raw_composite
- Model records
- Claude Opus 4.7 — source benchlm · artifact models · model claude-opus-4-7
- Gemini 3.1 Pro — source benchlm · artifact models · model gemini-3-1-pro
- Selected price routes
- Claude Opus 4.7 — route benchlm:claude-opus-4-7 · source benchlm · provider anthropic
- Gemini 3.1 Pro — route benchlm:gemini-3-1-pro · source benchlm · provider google
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