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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 Opus 4.5 vs OpenAI: GPT-5.6 Luna Pro

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Claude Opus 4.5 vs OpenAI: GPT-5.6 Luna Pro benchmark

In this head-to-head showdown, OpenAI: GPT-5.6 Luna Pro is more budget-friendly at $0.6/1M 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 Opus 4.5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose OpenAI: GPT-5.6 Luna Pro if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

OpenAI: GPT-5.6 Luna Pro holds empirical advantage (3 of 3 metrics)

Coding / SWESWE-bench
Claude Opus 4.5Top code solve rate
ReasoningGPQA / Live
Claude Opus 4.5Top logical accuracy
Best Value$/1M Tok
OpenAI: GPT-5.6 Luna ProLowest API billing cost
Speed / TokTok/Sec
Claude Opus 4.5Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

Claude Opus 4.5 (0)OpenAI: GPT-5.6 Luna Pro (3)
Claude Opus 4.5
0 of 3 Wins
Competitive baseline across remaining benchmarks
OpenAI: GPT-5.6 Luna Pro
3 of 3 Wins
✓Input price✓Output price✓Context window
Anthropic
Claude Opus 4.5

Anthropic frontier coding and computer-use model. SWE-bench leader on the official mini-SWE-agent harness in the Feb 2026 refresh.

Elo 1,568In: $5 · Out: $25/1M
OpenAI
Leads 3 of 3
OpenAI: GPT-5.6 Luna Pro

Auto-discovered from OpenRouter (openai/gpt-5.6-luna-pro). Preview until a second source matches.

In: $0.1 · Out: $0.6/1M

Claude Opus 4.5 Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (16k budget)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Delay
380 ms
Standard
CoT Tokens
~3,200
Internal reasoning
Cost / 1k
$90.00
9.0× base bill
Accuracy Boost
+5.2%
STEM & Logic
Top Rival Showdowns for Claude Opus 4.5
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderOpenAI: GPT-5.6 Luna Pro Wins

OpenAI: GPT-5.6 Luna Pro

$0.6 / 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

Claude Opus 4.5 (7)vsOpenAI: GPT-5.6 Luna Pro (3)
Claude Opus 4.5: 7W (70%)Overall: Claude Opus 4.5OpenAI: GPT-5.6 Luna Pro: 3W (30%)
← Claude Opus 4.5OpenAI: GPT-5.6 Luna Pro →
🏆Claude Opus 4.5 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Opus 4.5vsOpenAI: GPT-5.6 Luna Pro
Preference Elo
1,568vs—
Coding Elo
1,574vs—
SWE-bench
76.8%vs—
LiveBench
71.2%vs—
GPQA Diamond
84.1%vs—
Claude Opus 4.5: 5WOpenAI: GPT-5.6 Luna Pro: 0W
🏆Claude Opus 4.5 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Opus 4.5vsOpenAI: GPT-5.6 Luna Pro
Output speed
62 tok/svs—
Time to first token
380 msvs—
Claude Opus 4.5: 2WOpenAI: GPT-5.6 Luna Pro: 0W
🏆OpenAI: GPT-5.6 Luna Pro Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Opus 4.5vsOpenAI: GPT-5.6 Luna Pro
Output price
$25/1Mvs$0.6/1M+$24.4/1M
Input price
$5/1Mvs$0.1/1M+$4.9/1M
Context window
200kvs1.1M+850k
Claude Opus 4.5: 0WOpenAI: GPT-5.6 Luna Pro: 3W

Side-by-Side Benchmark Matrix

Claude Opus 4.5OpenAI: GPT-5.6 Luna Pro
Preference Elo
Claude Opus 4.51,568
OpenAI: GPT-5.6 Luna Pro—
Coding Elo
Claude Opus 4.51,574
OpenAI: GPT-5.6 Luna Pro—
LiveBench
Claude Opus 4.571.2%
OpenAI: GPT-5.6 Luna Pro—
SWE-bench
Claude Opus 4.576.8%
OpenAI: GPT-5.6 Luna Pro—
GPQA Diamond
Claude Opus 4.584.1%
OpenAI: GPT-5.6 Luna Pro—
Time to first token
Claude Opus 4.5380 ms
OpenAI: GPT-5.6 Luna Pro—
Output speed
Claude Opus 4.562 tok/s
OpenAI: GPT-5.6 Luna Pro—
Input priceOpenAI: GPT-5.6 Luna Pro +$4.9/1M
Claude Opus 4.5$5/1M
OpenAI: GPT-5.6 Luna Pro$0.1/1M
Output priceOpenAI: GPT-5.6 Luna Pro +$24.4/1M
Claude Opus 4.5$25/1M
OpenAI: GPT-5.6 Luna Pro$0.6/1M
Context windowOpenAI: GPT-5.6 Luna Pro +850k
Claude Opus 4.5200k
OpenAI: GPT-5.6 Luna Pro1.1M
BenchmarkClaude Opus 4.5OpenAI: GPT-5.6 Luna ProAdvantage Delta
Preference Elo
1,568
lmarena · Aug 17, 2026
——
Coding Elo
1,574
lmarena · Aug 17, 2026
——
LiveBench
71.2%
livebench · Aug 17, 2026
——
SWE-bench
76.8%
swebench · Aug 17, 2026
——
GPQA Diamond
84.1%
seed-bootstrap · Aug 1, 2026
——
Time to first token
380 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
62 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$5/1M
openrouter · Aug 17, 2026
$0.1/1M
openrouter · Aug 17, 2026
+$4.9/1M
Output price
$25/1M
openrouter · Aug 17, 2026
$0.6/1M
openrouter · Aug 17, 2026
+$24.4/1M
Context window
200k
openrouter · Aug 17, 2026
1.1M
openrouter · Aug 17, 2026
+850k

Workload Cost & Savings Calculator

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

Save 98% with OpenAI: GPT-5.6 Luna Pro
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Opus 4.5$550.00 / mo
In: $175Out: $375
OpenAI: GPT-5.6 Luna Pro$12.50 / mo
In: $3.5Out: $9
Estimated Cost Delta

OpenAI: GPT-5.6 Luna Pro is estimated to save $537.50/month ($6,450/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    OpenAI: GPT-5.6 Luna Pro:Pick OpenAI: GPT-5.6 Luna Pro when you are optimizing output cost.
  • 2
    OpenAI: GPT-5.6 Luna Pro:Pick OpenAI: GPT-5.6 Luna Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatOpenAI: GPT-5.6 Luna Pro

Lower output list price ($0.6/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGOpenAI: GPT-5.6 Luna Pro

Larger window (1.1M).

Screenshots / visionClaude Opus 4.5

Claude Opus 4.5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatOpenAI: GPT-5.6 Luna ProLower output list price ($0.6/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGOpenAI: GPT-5.6 Luna ProLarger window (1.1M).
Screenshots / visionClaude Opus 4.5Claude Opus 4.5 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchFeb 20, 2026

Claude Opus 4.5 and the Feb 2026 SWE-bench row we still cite

The Feb refresh made 4.5 a coding reference. Newer Opus SKUs exist; this row stays as the dated harness point.

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Opus 4.5

Elo 1,568
SWE-bench76.8%
Speed (tok/s)62 tok/s
Input / 1M Tokens$5/1M
Output / 1M Tokens$25/1M
OpenAI

OpenAI: GPT-5.6 Luna Pro

Elo n/a
SWE-bench—
Speed (tok/s)1.1M
Input / 1M Tokens$0.1/1M
Output / 1M Tokens$0.6/1M

Frequently Asked Questions

Which is better overall, Claude Opus 4.5 or OpenAI: GPT-5.6 Luna Pro?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Claude Opus 4.5 or OpenAI: GPT-5.6 Luna Pro?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
OpenAI: GPT-5.6 Luna Pro output tokens are $0.6/1M versus $25/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Opus 4.5 or OpenAI: GPT-5.6 Luna Pro?
We do not have TTFT for both models.
Which has the larger context window?
OpenAI: GPT-5.6 Luna Pro accepts 1.1M 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 Opus 4.5 and OpenAI: GPT-5.6 Luna Pro Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Feb 20, 2026

    Claude Opus 4.5 and the Feb 2026 SWE-bench row we still cite

Similar Head-to-Head Comparisons

All Claude Opus 4.5 matchups →|All OpenAI: GPT-5.6 Luna Pro matchups →
Claude Opus 4.5 vs Claude Opus 4 (previous opus)Claude Opus 4.5 vs Claude Opus 4.6 (next opus)GPT-5 vs Claude Opus 4.5Claude Sonnet 5 vs Claude Opus 4.5GPT-5.6 Terra vs Claude Opus 4.5GPT-4.5 Orion vs Claude Opus 4.5