GGoogle
Gemini 3.1 Pro
- Model type
- Proprietary
- Evidence state
- Estimated evidence
- Published context
- 1,000,000
Gemini 3.1 Pro vs
Muse Spark 1.2
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.
M
Meta
Muse Spark 1.2
- 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: Muse Spark 1.2 has the lower verified rate ($1.25 / 1M tokens vs $2 / 1M tokens).
- Output API price: Muse Spark 1.2 has the lower verified rate ($4.25 / 1M tokens vs $12 / 1M tokens).
Shared metric view
A radar is shown only when at least four compatible supported score metrics are published.
Comparable metric detail
- AgenticGemini 3.1 Pro: 33.84 · Muse Spark 1.2: 56.48
- CodingGemini 3.1 Pro: 49.3 · Muse Spark 1.2: 63.2
- KnowledgeGemini 3.1 Pro: 66.7 · Muse Spark 1.2: 60.7
- MathGemini 3.1 Pro: 55.1 · Muse Spark 1.2: Unavailable
- MultimodalGroundedGemini 3.1 Pro: 76.8 · Muse Spark 1.2: Unavailable
- ReasoningGemini 3.1 Pro: 72.4 · Muse Spark 1.2: Unavailable
- OverallGemini 3.1 Pro: 56.25 · Muse Spark 1.2: 61.71
Source metrics
Friendly metric names and published units stay visible. Missing measurements remain unavailable rather than becoming a score.
| Metric | Unit | Gemini 3.1 Pro | Muse Spark 1.2 |
|---|---|---|---|
| Agentic | score | 33.84 | 56.48 |
| Coding | score | 49.3 | 63.2 |
| Knowledge | score | 66.7 | 60.7 |
| Math | score | 55.1 | Unavailable |
| MultimodalGrounded | score | 76.8 | Unavailable |
| Reasoning | score | 72.4 | Unavailable |
| Overall | score | 56.25 | 61.71 |
Agentic
- Unit
- score
- Gemini 3.1 Pro
- 33.84
- Muse Spark 1.2
- 56.48
Coding
- Unit
- score
- Gemini 3.1 Pro
- 49.3
- Muse Spark 1.2
- 63.2
Knowledge
- Unit
- score
- Gemini 3.1 Pro
- 66.7
- Muse Spark 1.2
- 60.7
Math
- Unit
- score
- Gemini 3.1 Pro
- 55.1
- Muse Spark 1.2
- Unavailable
MultimodalGrounded
- Unit
- score
- Gemini 3.1 Pro
- 76.8
- Muse Spark 1.2
- Unavailable
Reasoning
- Unit
- score
- Gemini 3.1 Pro
- 72.4
- Muse Spark 1.2
- Unavailable
Overall
- Unit
- score
- Gemini 3.1 Pro
- 56.25
- Muse Spark 1.2
- 61.71
Pricing and context
Verification is shown beside each selected route. Missing facts remain Not verified.
| Field | Unit | Gemini 3.1 Pro | Muse Spark 1.2 |
|---|---|---|---|
| Input API price | USD / 1M tokens | $2 | $1.25 |
| Cached input API price | USD / 1M tokens | $0.2 | $0.15 |
| Output API price | USD / 1M tokens | $12 | $4.25 |
| 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
- Gemini 3.1 Pro
- $2
- Muse Spark 1.2
- $1.25
Cached input API price
- Unit
- USD / 1M tokens
- Gemini 3.1 Pro
- $0.2
- Muse Spark 1.2
- $0.15
Output API price
- Unit
- USD / 1M tokens
- Gemini 3.1 Pro
- $12
- Muse Spark 1.2
- $4.25
Route context
- Unit
- tokens
- Gemini 3.1 Pro
- 1,000,000
- Muse Spark 1.2
- 1,000,000
Input modalities
- Unit
- published list
- Gemini 3.1 Pro
- Not verified
- Muse Spark 1.2
- Not verified
Output modalities
- Unit
- published list
- Gemini 3.1 Pro
- Not verified
- Muse Spark 1.2
- 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
- Gemini 3.1 Pro — source benchlm · artifact models · model gemini-3-1-pro
- Muse Spark 1.2 — source benchlm · artifact models · model muse-spark-1-2
- Selected price routes
- Gemini 3.1 Pro — route benchlm:gemini-3-1-pro · source benchlm · provider google
- Muse Spark 1.2 — route benchlm:muse-spark-1-2 · source benchlm · provider meta
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Step 1
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