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Gemini 3.1 Pro Preview (batch) vs Grok 4.5

Signal-by-Signal Comparison
SignalGemini 3.1 Pro Preview (batch)DeltaGrok 4.5
Capabilities
100
--
100
Benchmarks
92
+16
76
Pricing
94
--
94
Context window size
96
+5
90
Recency
94
-6
100
Output Capacity
77
-13
90
Overall Result
2 wins
of 6
2 wins
It's a tie - both models win 2 signals each

Score History

Score History (8 data points)
Gemini 3.1 Pro Preview (batch)Grok 4.5
Gemini 3.1 Pro Preview (batch)

92.2

current score

Leader

Gemini 3.1 Pro Preview (batch)

right now

Grok 4.5

88.8

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Gemini 3.1 Pro Preview (batch)

Google

Best Value
Per request$0.004000
Daily$13.33
Monthly$400.00
Annual$4800.00

Grok 4.5

xAI

Per request$0.005000
Daily$16.67
Monthly$500.00
Annual$6000.00

Gemini 3.1 Pro Preview (batch) saves you $100.00/month

That's $1200.00/year compared to Grok 4.5 at your current usage level of 100K calls/month.

20% cheaper
Choose Gemini 3.1 Pro Preview (batch) for cost optimization

Gemini 3.1 Pro Preview (batch) pricing:
Input:$1.00/M tokens
Output:$6.00/M tokens
Grok 4.5 pricing:
Input:$2.00/M tokens
Output:$6.00/M tokens
Winner
Gemini 3.1 Pro Preview (batch)

Google

92

Composite Score

Grok 4.5

xAI

89

Composite Score

Signal-by-Signal Comparison
MetricGemini 3.1 Pro Preview (batch)Grok 4.5Winner
Overall Score
92
89
Gemini 3.1 Pro Preview (batch)
Rank#17#45
Gemini 3.1 Pro Preview (batch)
Quality Rank#17#45
Gemini 3.1 Pro Preview (batch)
Adoption Rank#17#45
Gemini 3.1 Pro Preview (batch)
Parameters------
Context Window1049K500K
Gemini 3.1 Pro Preview (batch)
Pricing$1.00/$6.00/M$2.00/$6.00/M--
Signal Scores
Capabilities
100
100
Gemini 3.1 Pro Preview (batch)
Benchmarks
92
76
Gemini 3.1 Pro Preview (batch)
Pricing
94
94
Gemini 3.1 Pro Preview (batch)
Context window size
96
90
Gemini 3.1 Pro Preview (batch)
Recency
94
100
Grok 4.5
Output Capacity
77
90
Grok 4.5
Benchmark Head-to-Head(5 benchmarks)
Gemini 3.1: 1Grok 4.5: 0
Gemini 3.1
Grok 4.5
Normalized 0-100%
MMLU
92.6%-
MMLU-Pro
91.2%-
GPQA Diamond
94.3%-
SWE-bench Verified
80.6%-
Arena Elo
14941468
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Gemini 3.1 Pro Preview (batch)Elite Tier

Scores 92/100 (rank #17), placing it in the top 94% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Grok 4.5Elite Tier

Scores 89/100 (rank #45), placing it in the top 85% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 3-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose Gemini 3.1 Pro Preview (batch) when you need:

  • Processing long documents or large codebases (1049K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Grok 4.5 when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Gemini 3.1 Pro Preview (batch)Best Value
Input cost$1.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.076
Est. monthly (1M tokens/day)$105.00
Grok 4.5
Input cost$2.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.090
Est. monthly (1M tokens/day)$120.00

Gemini 3.1 Pro Preview (batch) offers 13% better value per quality point. At 1M tokens/day, you'd spend $105.00/month with Gemini 3.1 Pro Preview (batch) vs $120.00/month with Grok 4.5 - a $15.00 monthly difference.

Latency & Speed
Gemini 3.1 Pro Preview (batch)Faster
Speed score0/100
Grok 4.5
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Gemini 3.1 Pro Preview (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Gemini 3.1 Pro Preview (batch) also offers lower per-token costs for high-volume support

Gemini 3.1 Pro Preview (batch)

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

Gemini 3.1 Pro Preview (batch)

Batch data extraction

Lower output pricing ($6.00/M) reduces costs when processing thousands of records daily

Gemini 3.1 Pro Preview (batch)

Creative writing & content

Higher overall composite score (92/100) correlates with better nuance, coherence, and style in long-form content

Gemini 3.1 Pro Preview (batch)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Gemini 3.1 Pro Preview (batch)
Which Should You Choose?
Our recommendation:
Gemini 3.1 Pro Preview (batch)

Gemini 3.1 Pro Preview (batch) has a moderate advantage with a 3.4000000000000057-point lead in composite score. It wins on more signal dimensions, but Grok 4.5 has specific strengths that could make it the better choice for certain workflows.

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 13% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by xAI

Consider for specialized use cases.

Capability Comparison
CapabilityGemini 3.1 Pro Preview (batch)Grok 4.5
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemini 3.1 Pro Preview (batch)

Google

Best Value
$9.00
estimated monthly cost

Grok 4.5

xAI

$10.80
estimated monthly cost

Gemini 3.1 Pro Preview (batch) saves you $1.80/month

That's 17% cheaper than Grok 4.5 at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGemini 3.1 Pro Preview (batch)Grok 4.5
Context Window1.0M500K
Max Output Tokens65,536450,000
Open SourceNoNo
CreatedFeb 19, 2026Jul 8, 2026
Last updated: 11m ago

相关对比

Gemini 3.1 Pro Preview (batch) vs Grok 4.5 (2026) | LM Market Cap