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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. Claude Sonnet 4.5 vs GPT-5.6 Luna

Pairwise benchmark snapshot · Aug 16, 2026

Claude Sonnet 4.5 vs GPT-5.6 Luna benchmark

In this head-to-head showdown, Claude Sonnet 4.5 delivers higher overall intelligence and human-preferred responses (Elo 1,524 vs 1,466), while Claude Sonnet 4.5 leads in SWE-bench software engineering benchmarks (70.1%), while GPT-5.6 Luna is more budget-friendly at $1.2/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Claude Sonnet 4.5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-5.6 Luna if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

Claude Sonnet 4.5 (5)GPT-5.6 Luna (5)
Claude Sonnet 4.5
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond
GPT-5.6 Luna
5 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Anthropic
Leads 5 of 10 metrics
Claude Sonnet 4.5

Workhorse Anthropic model: most of Opus coding quality at a mid-tier price.

Sonnet 4.5Elo 1,524$15/1M out
OpenAI
Leads 5 of 10 metrics
GPT-5.6 Luna

OpenAI 5.6 fast/cheap tier. Official API $0.20/$1.20 per 1M after the Jul 30 80% Luna cut.

Luna Fast / VolumeElo 1,466$1.2/1M out

Claude 4 Series Lineage & Sibling Variants

5 models

Currently comparing Claude Sonnet 4.5 vs GPT-5.6 Luna. Alternative family tiers available.

Active: Claude Sonnet 4.5
Claude Opus 4.5$75Claude Opus 4.6$75Claude Opus 4.8$25Claude Haiku 4.5$5
Top Rival Showdowns for Claude Sonnet 4.5
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderClaude Sonnet 4.5 Wins

Claude Sonnet 4.5

Δ 58 Arena Elo pts

Throughput LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

188 tok/s

Value per Dollar LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

$1.2 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Claude Sonnet 4.5 (5)vsGPT-5.6 Luna (5)
Claude Sonnet 4.5: 5W (50%)Overall: Even matchupGPT-5.6 Luna: 5W (50%)
← Claude Sonnet 4.5GPT-5.6 Luna →
🏆Claude Sonnet 4.5(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Claude Sonnet 4.5vsGPT-5.6 Luna
Preference Elo
1,524vs1,466+58
Coding Elo
1,531vs1,458+73
SWE-bench
70.1%vs61.8%+8.3%
LiveBench
67.4%vs64.2%+3.2%
GPQA Diamond
80.2%vs75.4%+4.8%
Claude Sonnet 4.5: 5WGPT-5.6 Luna: 0W
🏆GPT-5.6 Luna(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4.5vsGPT-5.6 Luna
Output speed
88 tok/svs188 tok/s+100 tok/s
Time to first token
240 msvs88 ms+152 ms
Claude Sonnet 4.5: 0WGPT-5.6 Luna: 2W
🏆GPT-5.6 Luna(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4.5vsGPT-5.6 Luna
Output price
$15/1Mvs$1.2/1M+$13.8/1M
Input price
$3/1Mvs$0.2/1M+$2.8/1M
Context window
200kvs1M+800k
Claude Sonnet 4.5: 0WGPT-5.6 Luna: 3W

Side-by-Side Benchmark Matrix

Preference Elo+58
Claude Sonnet 4.51,524
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna1,466
seed-bootstrap · Aug 16, 2026
Coding Elo+73
Claude Sonnet 4.51,531
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna1,458
seed-bootstrap · Aug 16, 2026
LiveBench+3.2%
Claude Sonnet 4.567.4%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna64.2%
seed-bootstrap · Aug 16, 2026
SWE-bench+8.3%
Claude Sonnet 4.570.1%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna61.8%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+4.8%
Claude Sonnet 4.580.2%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna75.4%
seed-bootstrap · Aug 16, 2026
Time to first token+152 ms
Claude Sonnet 4.5240 ms
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna88 ms
seed-bootstrap · Aug 16, 2026
Output speed+100 tok/s
Claude Sonnet 4.588 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna188 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$2.8/1M
Claude Sonnet 4.5$3/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna$0.2/1M
seed-bootstrap · Aug 16, 2026
Output price+$13.8/1M
Claude Sonnet 4.5$15/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna$1.2/1M
seed-bootstrap · Aug 16, 2026
Context window+800k
Claude Sonnet 4.5200k
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna1M
seed-bootstrap · Aug 16, 2026
BenchmarkClaude Sonnet 4.5GPT-5.6 LunaAdvantage Delta
Preference Elo
1,524
seed-bootstrap · Aug 1, 2026
1,466
seed-bootstrap · Aug 16, 2026
+58
Coding Elo
1,531
seed-bootstrap · Aug 1, 2026
1,458
seed-bootstrap · Aug 16, 2026
+73
LiveBench
67.4%
seed-bootstrap · Aug 1, 2026
64.2%
seed-bootstrap · Aug 16, 2026
+3.2%
SWE-bench
70.1%
seed-bootstrap · Aug 1, 2026
61.8%
seed-bootstrap · Aug 16, 2026
+8.3%
GPQA Diamond
80.2%
seed-bootstrap · Aug 1, 2026
75.4%
seed-bootstrap · Aug 16, 2026
+4.8%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
88 ms
seed-bootstrap · Aug 16, 2026
+152 ms
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
188 tok/s
seed-bootstrap · Aug 16, 2026
+100 tok/s
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.2/1M
seed-bootstrap · Aug 16, 2026
+$2.8/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$1.2/1M
seed-bootstrap · Aug 16, 2026
+$13.8/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
1M
seed-bootstrap · Aug 16, 2026
+800k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 92% with GPT-5.6 Luna
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Sonnet 4.5$330.00 / mo
In: $105Out: $225
GPT-5.6 Luna$25.00 / mo
In: $7Out: $18
Estimated Cost Delta

GPT-5.6 Luna is estimated to save $305.00/month ($3,660/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Sonnet 4.5:Pick Claude Sonnet 4.5 when repo-level coding accuracy is the constraint.
  • 2
    GPT-5.6 Luna:Pick GPT-5.6 Luna when you are optimizing output cost.
  • 3
    GPT-5.6 Luna:Pick GPT-5.6 Luna when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude Sonnet 4.5

Higher SWE-bench (70.1%).

High-volume chatGPT-5.6 Luna

Lower output list price ($1.2/1M).

Voice / low-latency UIGPT-5.6 Luna

Lower TTFT (88 ms).

Long-document RAGGPT-5.6 Luna

Larger window (1M).

Screenshots / visionClaude Sonnet 4.5

Both accept images. Defaulting to the higher-Elo side (Claude Sonnet 4.5).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude Sonnet 4.5Higher SWE-bench (70.1%).
High-volume chatGPT-5.6 LunaLower output list price ($1.2/1M).
Voice / low-latency UIGPT-5.6 LunaLower TTFT (88 ms).
Long-document RAGGPT-5.6 LunaLarger window (1M).
Screenshots / visionClaude Sonnet 4.5Both accept images. Defaulting to the higher-Elo side (Claude Sonnet 4.5).

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 30, 2026

GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

Luna is the OpenAI fast/cheap 5.6 SKU after Jul 30. It is not Sol. Sort by price and TTFT, not Elo.

launchFeb 18, 2026

Claude Sonnet 4.5 is the previous workhorse — still a valid vs baseline

Most of Opus 4.5 coding at a mid-tier price. Sonnet 5 replaced it as the buy; 4.5 remains a compare baseline.

launchAug 8, 2025

GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Sonnet 4.5

Elo 1,524
SWE-bench70.1%
Speed (tok/s)88 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
OpenAI

GPT-5.6 Luna

Elo 1,466
SWE-bench61.8%
Speed (tok/s)188 tok/s
Input / 1M Tokens$0.2/1M
Output / 1M Tokens$1.2/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4.5 or GPT-5.6 Luna?
Claude Sonnet 4.5 has the higher preference Elo in our latest snapshot (1,524). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Sonnet 4.5 or GPT-5.6 Luna?
Claude Sonnet 4.5 leads SWE-bench at 70.1% vs 61.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5.6 Luna output tokens are $1.2/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4.5 or GPT-5.6 Luna?
GPT-5.6 Luna has the lower time-to-first-token (88 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5.6 Luna accepts 1M tokens versus 200k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Claude Sonnet 4.5 and GPT-5.6 Luna Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 30, 2026

    GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

  • launch · Feb 18, 2026

    Claude Sonnet 4.5 is the previous workhorse — still a valid vs baseline

  • launch · Aug 8, 2025

    GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

Similar Head-to-Head Comparisons

All Claude Sonnet 4.5 matchups →|All GPT-5.6 Luna matchups →
Claude Sonnet 4.5 vs Claude Sonnet 4 (previous sonnet)Claude Sonnet 4.5 vs Claude Sonnet 5 (next sonnet)GPT-5.6 Luna vs GPT-5 mini (previous gpt-mini)GPT-4.5 Orion vs Claude Sonnet 4.5GPT-5.6 Terra vs Claude Sonnet 4.5GPT-5 vs Claude Sonnet 4.5