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Claude Sonnet 5 (batch) vs Grok 4.6

vs
Grok 4.6

xAI

89#43
Signal-by-Signal Comparison
SignalClaude Sonnet 5 (batch)DeltaGrok 4.6
Capabilities
100
--
100
Pricing
95
+1
94
Context window size
95
+5
90
Recency
100
--
100
Output Capacity
85
+65
20
Benchmarks
0
-86
86
Overall Result
3 wins
of 6
1 wins
Claude Sonnet 5 (batch) wins 3 of 6 signals

Score History

Score History (2 data points)
Claude Sonnet 5 (batch)Grok 4.6
Claude Sonnet 5 (batch)

40

current score

Leader

Grok 4.6

right now

Grok 4.6

88.8

current score

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

Claude Sonnet 5 (batch)

Anthropic

Best Value
Per request$0.003500
Daily$11.67
Monthly$350.00
Annual$4200.00

Grok 4.6

xAI

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

Claude Sonnet 5 (batch) saves you $150.00/month

That's $1800.00/year compared to Grok 4.6 at your current usage level of 100K calls/month.

30% cheaper
Choose Claude Sonnet 5 (batch) for cost optimization

Claude Sonnet 5 (batch) pricing:
Input:$1.00/M tokens
Output:$5.00/M tokens
Grok 4.6 pricing:
Input:$2.00/M tokens
Output:$6.00/M tokens
Claude Sonnet 5 (batch)

Anthropic

40

Composite Score

Winner
Grok 4.6

xAI

89

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 5 (batch)Grok 4.6Winner
Overall Score
40
89
Grok 4.6
Rank#261#43
Grok 4.6
Quality Rank#261#43
Grok 4.6
Adoption Rank#261#43
Grok 4.6
Parameters------
Context Window1000K500K
Claude Sonnet 5 (batch)
Pricing$1.00/$5.00/M$2.00/$6.00/M--
Signal Scores
Capabilities
100
100
Claude Sonnet 5 (batch)
Pricing
95
94
Claude Sonnet 5 (batch)
Context window size
95
90
Claude Sonnet 5 (batch)
Recency
100
100
Claude Sonnet 5 (batch)
Output Capacity
85
20
Claude Sonnet 5 (batch)
Benchmarks--
86
Grok 4.6
Benchmark Head-to-Head(11 benchmarks)
Claude Sonnet: 0Grok 4.6: 0
Claude Sonnet
Grok 4.6
Normalized 0-100%
MMLU
-91.5%
MMLU-Pro
-83.5%
GPQA Diamond
-82%
MATH-500
-95%
HumanEval
-95.5%
SWE-bench Verified
-70%
AIME 2024
-88%
IFEval
-91%
BBH
-90%
Arena Elo
-1462
LiveBench
-73%
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.

Claude Sonnet 5 (batch)Entry Level

Scores 40/100 (rank #261), placing it in the top 10% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Grok 4.6Elite Tier

Scores 89/100 (rank #43), placing it in the top 86% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Grok 4.6 has a 49-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Sonnet 5 (batch) when you need:

  • Processing long documents or large codebases (1000K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Grok 4.6 when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Claude Sonnet 5 (batch)
Input cost$1.00/M tokens
Output cost$5.00/M tokens
Cost per quality point$0.150
Est. monthly (1M tokens/day)$90.00
Grok 4.6Best Value
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

Grok 4.6 offers 25% better value per quality point. At 1M tokens/day, you'd spend $90.00/month with Claude Sonnet 5 (batch) vs $120.00/month with Grok 4.6 - a $30.00 monthly difference.

Latency & Speed
Claude Sonnet 5 (batch)Faster
Speed score0/100
Grok 4.6
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

Claude Sonnet 5 (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Claude Sonnet 5 (batch) also offers lower per-token costs for high-volume support

Claude Sonnet 5 (batch)

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Claude Sonnet 5 (batch)

Batch data extraction

Lower output pricing ($5.00/M) reduces costs when processing thousands of records daily

Claude Sonnet 5 (batch)

Creative writing & content

Higher overall composite score (89/100) correlates with better nuance, coherence, and style in long-form content

Grok 4.6

Image understanding & OCR

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

Claude Sonnet 5 (batch)
Which Should You Choose?
Our recommendation:
Grok 4.6

Grok 4.6 clearly outperforms Claude Sonnet 5 (batch) with a significant 48.8-point lead. For most general use cases, Grok 4.6 is the stronger choice. However, Claude Sonnet 5 (batch) may still excel in niche scenarios.

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 25% 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
Grok 4.6
Recommended

by xAI

Consider for specialized use cases.

Capability Comparison
CapabilityClaude Sonnet 5 (batch)Grok 4.6
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)

Claude Sonnet 5 (batch)

Anthropic

Best Value
$7.80
estimated monthly cost

Grok 4.6

xAI

$10.80
estimated monthly cost

Claude Sonnet 5 (batch) saves you $3.00/month

That's 28% cheaper than Grok 4.6 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
ParameterClaude Sonnet 5 (batch)Grok 4.6
Context Window1M500K
Max Output Tokens128,000--
Open SourceNoNo
CreatedJun 30, 2026Aug 12, 2026
Last updated: 14m ago

相关对比

Claude Sonnet 5 (batch) vs Grok 4.6 (2026) | LM Market Cap