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GPT-6 Sol vs Solar Pro 4

GPT-6 Sol leads the LLM Stats Score 49.4 to 35.1. Solar Pro 4 is 7.6x cheaper per token.

OpenAI · Upstage · Updated for 2026

Which is better?

GPT-6 Sol leads the overall LLM Stats Score 49.4 to 35.1, ranking #21 overall.

On price, Solar Pro 4 is roughly 7.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Sol also accepts a larger context window (1,050,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose GPT-6 Sol

  • overall performance matters — it scores 49.4 and ranks #21 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Solar Pro 4

  • cost matters — it's about 7.6x cheaper per token

At a glance

The differences that matter most.

Core performance indexes
49.4
#21
35.1
#94
45.6
#29
34.8
#89
35.8
#25
21.0
#96
36.7
#15
11.5
#113
Cost, coverage & limits
Benchmark wins
Input price
$2.00 / M
$0.30 / M
Output price
$10.00 / M
$1.20 / M
Context window
1,050,000
524,288

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-6 Sol
Solar Pro 4
26.6#25
8.7#139
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

5 reported for GPT-6 Sol · 9 for Solar Pro 4

No common benchmarks found

GPT-6 Sol and Solar Pro 4don't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Solar Pro 4 costs less

For input processing, GPT-6 Sol ($2.00/1M tokens) is 6.7x more expensive than Solar Pro 4 ($0.30/1M tokens).

For output processing, GPT-6 Sol ($10.00/1M tokens) is 8.3x more expensive than Solar Pro 4 ($1.20/1M tokens).

In conclusion, GPT-6 Sol is more expensive than Solar Pro 4.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Wed Sep 23 2026 • llm-stats.com
OpenAI
GPT-6 Sol
Input tokens$2.00
Output tokens$10.00
Best providerOpenAI
Upstage
Solar Pro 4
Input tokens$0.30
Output tokens$1.20
Best providerUnknown Organization
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Sol accepts 1,050,000 input tokens compared to Solar Pro 4's 524,288 tokens. Solar Pro 4 can generate longer responses up to 131,072 tokens, while GPT-6 Sol is limited to 128,000 tokens.

OpenAI
GPT-6 Sol
Input1,050,000 tokens
Output128,000 tokens
Upstage
Solar Pro 4
Input524,288 tokens
Output131,072 tokens
Wed Sep 23 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-6 Sol supports multimodal inputs, whereas Solar Pro 4 does not.

GPT-6 Sol can handle both text and other forms of data like images, making it suitable for multimodal applications.

GPT-6 Sol

Text
Images
Audio
Video

Solar Pro 4

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GPT-6 Sol

Proprietary

Closed source

Solar Pro 4

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-6 Sol was released on 2026-09-22, while Solar Pro 4 was released on 2026-08-06.

GPT-6 Sol is 2 months newer than Solar Pro 4.

GPT-6 Sol

Sep 22, 2026

0 days ago

1mo newer
Solar Pro 4

Aug 6, 2026

1 months ago

Knowledge Cutoff

When training data ends

GPT-6 Sol has a documented knowledge cutoff of 2026-04-20, while Solar Pro 4's cutoff date is not specified.

We can confirm GPT-6 Sol's training data extends to 2026-04-20, but cannot make a direct comparison without Solar Pro 4's cutoff date.

GPT-6 Sol

Apr 2026

Solar Pro 4

Provider Availability

GPT-6 Sol is available from OpenAI. Solar Pro 4 is available from Upstage.

GPT-6 Sol

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $10.00/1M

Solar Pro 4

upstage logo
Unknown Organization
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against GPT-6 Sol and Solar Pro 4 side-by-side, then vote on the output you prefer.

GPT-6 Sol
✓ Preferred
Solar Pro 4
Open in Playground

FAQ

Common questions about GPT-6 Sol vs Solar Pro 4.

Which is better, GPT-6 Sol or Solar Pro 4?

GPT-6 Sol leads the LLM Stats Score 49.4 to 35.1. GPT-6 Sol is made by OpenAI and Solar Pro 4 is made by Upstage. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-6 Sol compare to Solar Pro 4 in benchmarks?

GPT-6 Sol scores DeepSWE 1.1: 68.8%, OSWorld 2.0: 64.4%, Agents' Last Exam: 56.4%, FrontierCode 1.1: 49.3%, AutomationBench v1.0.6: 33.2%. Solar Pro 4 scores AIME 2026: 95.3%, GPQA: 89.0%, LiveCodeBench: 87.8%, MMLU-Pro: 86.3%, AA-LCR: 71.0%.

Is GPT-6 Sol cheaper than Solar Pro 4?

Solar Pro 4 is 6.7x cheaper for input tokens. GPT-6 Sol costs $2.00/M input and $10.00/M output via openai. Solar Pro 4 costs $0.30/M input and $1.20/M output via upstage.

What are the context window sizes for GPT-6 Sol and Solar Pro 4?

GPT-6 Sol supports 1.1M tokens and Solar Pro 4 supports 524K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-6 Sol and Solar Pro 4?

Key differences include LLM Stats Score (49.4 vs 35.1), context window (1.1M vs 524K), input pricing ($2.00 vs $0.30/M), multimodal support (yes vs no). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Sol and Solar Pro 4?

GPT-6 Sol is developed by OpenAI and Solar Pro 4 is developed by Upstage.