Model Comparison

Solar Pro 2 (Non-reasoning)
vs. GPT-5.6 Sol (max)

Comparing 2 AI models · 12 benchmarks · Upstage, OpenAI

Recommended Pick

OpenAI logoGPT-5.6 Sol (max)10 metric wins

Strongest on: Throughput, Reasoning, Intelligence

Lowest Price

Upstage logo

Solar Pro 2 (Non-reasoning)

$0.00/1M input price

Best Reasoning

OpenAI logo

GPT-5.6 Sol (max)

66.7 reasoning score

Blends available reasoning benchmarks

Best for Coding

OpenAI logo

GPT-5.6 Sol (max)

77.4 coding index

Composite Indices

Higher is better; speed and price are normalized

Standard Benchmarks

Only benchmarks with data are shown

Differences That Matter

Price gap

Solar Pro 2 (Non-reasoning) is ∞x cheaper on input tokens than GPT-5.6 Sol (max).

Reasoning gap

GPT-5.6 Sol (max) leads Solar Pro 2 (Non-reasoning) by 30.0 points on reasoning.

Top-pick rationale

GPT-5.6 Sol (max) wins 10 measurable categories, including Throughput, Reasoning, Intelligence, GPQA.

Live compare

Response Face-Off

Run one prompt through the selected models and compare response quality with live speed and cost context.

Upstage logo

Solar Pro 2 (Non-reasoning)

Upstage

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting
OpenAI logo

GPT-5.6 Sol (max)

OpenAI

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting

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Full Comparison

Metric
Upstage logoSolar Pro 2 (Non-reasoning)
Upstage
Top Pick
OpenAI logoGPT-5.6 Sol (max)
OpenAI
Pricing per 1M tokens
Input Cost$0.00/1M$5.00/1M
Output Cost$0.00/1M$30.00/1M
Blended (3:1)$11.25/1M
Specifications
OrganizationUpstageOpenAI
Release DateJul 9, 2025Jul 9, 2026
Performance & Speed
Throughput90.9 tok/s
TTFT76929ms
Latency76929ms
Composite Indices
Value Score100.0
Reasoning Score36.766.7
Intelligence7.858.9
Coding77.4
Math30.0
Standard Benchmarks
GPQA56.1%94.1%
MMLU Pro75.0%
HLE3.8%47.2%
LiveCodeBench42.4%
MATH 50088.9%
AIME 202530.0%
AIME (Original)40.7%
SciCode24.8%56.1%
LCR0.0%73.7%
IFBench33.7%72.7%
TAU-bench v231.9%85.1%
TerminalBench Hard4.5%65.9%

Key Takeaways

Solar Pro 2 (Non-reasoning) offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.

GPT-5.6 Sol (max) has the strongest reasoning profile with a 66.7 reasoning score,combining the available reasoning-heavy benchmarks.

GPT-5.6 Sol (max) reaches a 77.4 coding index,making it the top choice for software development and code generation tasks.

All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.

When to Choose Each Model

Upstage logo

Solar Pro 2 (Non-reasoning)

  • Cost-sensitive applications
  • High-volume processing
OpenAI logo

GPT-5.6 Sol (max)

  • Complex reasoning tasks
  • Research & analysis
  • Code generation
  • Software development