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Claude Opus 4.8 vs GPT-5.6 Luna Pro

Detailed technical comparison between Claude Opus 4.8 (Anthropic) and GPT-5.6 Luna Pro (OpenAI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Claude Opus 4.8: 5 WinsvsGPT-5.6 Luna Pro: 1 Win
Context Leader

GPT-5.6 Luna Pro

1,050,000 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

GPT-5.6 Luna Pro

$0.20 / MTok
Anthropicactive

Claude Opus 4.8

Claude Opus 4.8 is an advanced artificial intelligence model engineered by Anthropic. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Claude Opus 4.8 represents a key architectural iteration in the Anthropic model family. First released in 2026-05-27, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), Claude Opus 4.8 processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Claude Opus 4.8 Full Specs →
OpenAIactive

GPT-5.6 Luna Pro

GPT-5.6 Luna Pro is an advanced artificial intelligence model engineered by OpenAI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, GPT-5.6 Luna Pro represents a key architectural iteration in the OpenAI model family. First released in 2026-07-09, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,050,000 tokens (approximately 1,400 words), GPT-5.6 Luna Pro processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View GPT-5.6 Luna Pro Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationClaude Opus 4.8GPT-5.6 Luna Pro
ProviderAnthropicOpenAI
Context Window1,000,000 tokens1,050,000 tokens🏆
Agent Suitability97/100 (est.)Not yet benchmarked
Time to First Token (TTFT)520 ms (est.)No public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityBeta Access (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-05-272026-07-09

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

GPT-5.6 Luna Pro

$0.20

Output Price per Million Tokens

Claude Opus 4.8

$25.00

GPT-5.6 Luna Pro

$1.20

💡 Cost Ratio: GPT-5.6 Luna Pro is 25.0x cheaper per input token than Claude Opus 4.8.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
95.4%vs92.6%+2.8% Claude Opus 4.8
Claude Opus 4.8 🏆
GPT-5.6 Luna Pro
HumanEvalPython coding & logic synthesis
97.2%vs97.5%+0.3% GPT-5.6 Luna Pro
Claude Opus 4.8
GPT-5.6 Luna Pro 🏆
MATHComplex mathematical problem solving
94.1%vs81.0%+13.1% Claude Opus 4.8
Claude Opus 4.8 🏆
GPT-5.6 Luna Pro
GPQAGraduate-level expert reasoning
86.5%vs59.4%+27.1% Claude Opus 4.8
Claude Opus 4.8 🏆
GPT-5.6 Luna Pro
HellaSwagCommonsense reasoning and inference
99.2%vs91.6%+7.6% Claude Opus 4.8
Claude Opus 4.8 🏆
GPT-5.6 Luna Pro
MT-BenchMulti-turn conversation flow quality
9.8%vs9.4%+0.4% Claude Opus 4.8
Claude Opus 4.8 🏆
GPT-5.6 Luna Pro

Claude Opus 4.8 Quirks & Gotchas

  • ▸Best-in-class for autonomous code repair and multi-agent orchestration
  • ▸Preview model — API may introduce breaking changes without notice

GPT-5.6 Luna Pro Quirks & Gotchas

No developer gotchas reported.

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