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GPT-6 Luna Pro vs Solar Mini 4

Detailed technical comparison between GPT-6 Luna Pro (OpenAI) and Solar Mini 4 (Upstage). 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

GPT-6 Luna Pro: 6 WinsvsSolar Mini 4: 0 Wins
Context Leader

GPT-6 Luna Pro

1,050,000 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Solar Mini 4

$0.05 / MTok
OpenAIactive

GPT-6 Luna Pro

GPT-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-6 Luna Pro represents a key architectural iteration in the OpenAI model family. First released in 2026-09-22, 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-6 Luna Pro processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View GPT-6 Luna Pro Full Specs →
Upstageactive

Solar Mini 4

Solar Mini 4 is an advanced artificial intelligence model engineered by Upstage. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Solar Mini 4 represents a key architectural iteration in the Upstage model family. First released in 2026-09-23, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 524,288 tokens (approximately 699 words), Solar Mini 4 processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Solar Mini 4 Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationGPT-6 Luna ProSolar Mini 4
ProviderOpenAIUpstage
Context Window1,050,000 tokens🏆524,288 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityBeta Access (est.)Stable GA (est.)
API AvailableYesYes
Released Date2026-09-222026-09-23

API Pricing Comparison

Input Price per Million Tokens

GPT-6 Luna Pro

$0.10

Solar Mini 4

$0.05

Output Price per Million Tokens

GPT-6 Luna Pro

$0.50

Solar Mini 4

$0.20

💡 Cost Ratio: Solar Mini 4 is 2.0x cheaper per input token than GPT-6 Luna Pro.

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
88.4%vs74.8%+13.6% GPT-6 Luna Pro
GPT-6 Luna Pro 🏆
Solar Mini 4
HumanEvalPython coding & logic synthesis
87.6%vs71.0%+16.6% GPT-6 Luna Pro
GPT-6 Luna Pro 🏆
Solar Mini 4
MATHComplex mathematical problem solving
65.4%vs44.2%+21.2% GPT-6 Luna Pro
GPT-6 Luna Pro 🏆
Solar Mini 4
GPQAGraduate-level expert reasoning
46.8%vs31.6%+15.2% GPT-6 Luna Pro
GPT-6 Luna Pro 🏆
Solar Mini 4
HellaSwagCommonsense reasoning and inference
86.0%vs75.4%+10.6% GPT-6 Luna Pro
GPT-6 Luna Pro 🏆
Solar Mini 4
MT-BenchMulti-turn conversation flow quality
8.9%vs8.1%+0.7% GPT-6 Luna Pro
GPT-6 Luna Pro 🏆
Solar Mini 4

GPT-6 Luna Pro Quirks & Gotchas

No developer gotchas reported.

Solar Mini 4 Quirks & Gotchas

No developer gotchas reported.

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