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Claude Sonnet 4.5 (batch) vs GPT-5.6 Luna

vs
GPT-5.6 Luna

OpenAI

89#30
Signal-by-Signal Comparison
SignalClaude Sonnet 4.5 (batch)DeltaGPT-5.6 Luna
Capabilities
100
--
100
Benchmarks
82
-6
88
Pricing
93
-4
97
Context window size
95
0
96
Recency
78
-22
100
Output Capacity
80
-5
85
Overall Result
0 wins
of 6
5 wins
GPT-5.6 Luna wins 5 of 6 signals

Score History

Score History (4 data points)
Claude Sonnet 4.5 (batch)GPT-5.6 Luna
Claude Sonnet 4.5 (batch)

82.4

current score

Leader

GPT-5.6 Luna

right now

GPT-5.6 Luna

89

current score

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

Claude Sonnet 4.5 (batch)

Anthropic

Per request$0.005250
Daily$17.50
Monthly$525.00
Annual$6300.00

GPT-5.6 Luna

OpenAI

Best Value
Per request$0.002000
Daily$6.67
Monthly$200.00
Annual$2400.00

GPT-5.6 Luna saves you $325.00/month

That's $3900.00/year compared to Claude Sonnet 4.5 (batch) at your current usage level of 100K calls/month.

62% cheaper
Choose GPT-5.6 Luna for cost optimization

Claude Sonnet 4.5 (batch) pricing:
Input:$1.50/M tokens
Output:$7.50/M tokens
GPT-5.6 Luna pricing:
Input:$0.50/M tokens
Output:$3.00/M tokens
Claude Sonnet 4.5 (batch)

Anthropic

82

Composite Score

Winner
GPT-5.6 Luna

OpenAI

89

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 4.5 (batch)GPT-5.6 LunaWinner
Overall Score
82
89
GPT-5.6 Luna
Rank#64#30
GPT-5.6 Luna
Quality Rank#64#30
GPT-5.6 Luna
Adoption Rank#64#30
GPT-5.6 Luna
Parameters------
Context Window1000K1050K
GPT-5.6 Luna
Pricing$1.50/$7.50/M$0.50/$3.00/M--
Signal Scores
Capabilities
100
100
Claude Sonnet 4.5 (batch)
Benchmarks
82
88
GPT-5.6 Luna
Pricing
93
97
GPT-5.6 Luna
Context window size
95
96
GPT-5.6 Luna
Recency
78
100
GPT-5.6 Luna
Output Capacity
80
85
GPT-5.6 Luna
Benchmark Head-to-Head(12 benchmarks)
Claude Sonnet: 1GPT-5.6 Luna: 10
Claude Sonnet
GPT-5.6 Luna
Normalized 0-100%
MMLU
90.8%93%
MMLU-Pro
76.5%84.5%
GPQA Diamond
83.4%85%
MATH-500
83%92.5%
HumanEval
94.5%96.5%
SWE-bench Verified
77.2%75%
AIME 2024
60%-
IFEval
90.2%92%
BBH
88.5%90.5%
Arena Elo
14521465
LiveBench
70.5%76%
HLE
13.72%35%
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 4.5 (batch)Strong Performer

Scores 82/100 (rank #64), placing it in the top 78% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-5.6 LunaElite Tier

Scores 89/100 (rank #30), placing it in the top 90% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.6 Luna has a 7-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Sonnet 4.5 (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose GPT-5.6 Luna when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Claude Sonnet 4.5 (batch)
Input cost$1.50/M tokens
Output cost$7.50/M tokens
Cost per quality point$0.109
Est. monthly (1M tokens/day)$135.00
GPT-5.6 LunaBest Value
Input cost$0.50/M tokens
Output cost$3.00/M tokens
Cost per quality point$0.039
Est. monthly (1M tokens/day)$52.50

GPT-5.6 Luna offers 61% better value per quality point. At 1M tokens/day, you'd spend $52.50/month with GPT-5.6 Luna vs $135.00/month with Claude Sonnet 4.5 (batch) - a $82.50 monthly difference.

Latency & Speed
Claude Sonnet 4.5 (batch)Faster
Speed score0/100
GPT-5.6 Luna
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 4.5 (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-5.6 Luna also offers lower per-token costs for high-volume support

Claude Sonnet 4.5 (batch)

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.6 Luna

Batch data extraction

Lower output pricing ($3.00/M) reduces costs when processing thousands of records daily

GPT-5.6 Luna

Creative writing & content

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

GPT-5.6 Luna

Image understanding & OCR

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

Claude Sonnet 4.5 (batch)
Which Should You Choose?
Our recommendation:
GPT-5.6 Luna

GPT-5.6 Luna has a moderate advantage with a 6.599999999999994-point lead in composite score. It wins on more signal dimensions, but Claude Sonnet 4.5 (batch) has specific strengths that could make it the better choice for certain workflows.

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • 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
GPT-5.6 Luna
Recommended

by OpenAI

  • Choose for Cost - 61% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Sonnet 4.5 (batch)GPT-5.6 Luna
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 4.5 (batch)

Anthropic

$11.70
estimated monthly cost

GPT-5.6 Luna

OpenAI

Best Value
$4.50
estimated monthly cost

GPT-5.6 Luna saves you $7.20/month

That's 62% cheaper than Claude Sonnet 4.5 (batch) 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 4.5 (batch)GPT-5.6 Luna
Context Window1M1.1M
Max Output Tokens64,000128,000
Open SourceNoNo
CreatedSep 29, 2025Jul 9, 2026
Last updated: 54m ago

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Claude Sonnet 4.5 (batch) vs GPT-5.6 Luna (2026) | LM Market Cap