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GPT-4 Turbo vs Solar Pro 4

Solar Pro 4 leads GPT-4 Turbo on the Artificial Analysis Intelligence Index, 28.2 to 7.0, and Solar Pro 4 costs 50.0x less per output token ($0.60 vs $30.00 per million). Updated October 22, 2026; 31 benchmarks have a result for both.

GPT-4 TurboOpenAI
Coding
No data
Overall
No data
Output $/M
$30.00
0
Solar Pro 4Upstage
Coding
No data
Overall
No data
Output $/M
$0.60
31
vs boards won of 31 shared

GPT-4 Turbo or Solar Pro 4: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Pick GPT-4 Turbo for work measured by AA Coding Index or LMArena Text: coding, where it leads.

Shared results
31
GPT-4 Turbo only
11
Solar Pro 4 only
14
Like-for-like categories
6 of 9

Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
GPT-4 Turbo not benchmarked, Solar Pro 4 not benchmarked.
Widest category
Coding, 28.9 points apart on average over 3 shared benchmarks.
Widest single gap
LMArena Text: expert: GPT-4 Turbo 1223 against Solar Pro 4 1428, 34.1 points apart on a 0 to 100 scale.
Output price
GPT-4 Turbo $30.00 against Solar Pro 4 $0.60 per million output tokens, 50.0x apart.
Context window
GPT-4 Turbo takes 128K tokens, Solar Pro 4 524K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

Boards won, where both have a result
CategoryGPT-4 TurboBarsSolar Pro 4Ties
Coding03
Intelligence01
Reasoning04
Math02
Knowledge04
General017
All shared boards031
CodingLike-for-likeSix of these boards feed the Vibe Coding Index03
Coding benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
LMArena WebDevNot measured1371Only Solar Pro 4 measured
AA Coding Index21.552.7Solar Pro 4
LiveCodeBench (Artificial Analysis run)29.1%Not measuredOnly GPT-4 Turbo measured
SciCodeNot measured48.0%Only Solar Pro 4 measured
ALE-BenchNot measured179.3Only Solar Pro 4 measured
LMArena Text: coding12681438Solar Pro 4
LMArena Text: software and IT12671431Solar Pro 4
LMArena WebDev: ReactNot measured1363Only Solar Pro 4 measured
LMArena WebDev: HTMLNot measured1371Only Solar Pro 4 measured
Neither model has a result on the other 30 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
Intelligence benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
AA Intelligence Index7.028.2Solar Pro 4
Epoch Capabilities Index127.3Not measuredOnly GPT-4 Turbo measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Agentic work benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
Design Arena: agents building web appsNot measured1105Only Solar Pro 4 measured
Neither model has a result on the other 40 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index04
Reasoning benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
GPQA Diamond (Artificial Analysis run)Not measured89.1%Only Solar Pro 4 measured
Humanity's Last Exam (Artificial Analysis run)3.1%29.8%Solar Pro 4
LMArena Text: hard prompts12511400Solar Pro 4
LMArena Text: expert12231428Solar Pro 4
LMArena Text: hard prompts in English12661427Solar Pro 4
Neither model has a result on the other 17 boards here
MathLike-for-likePublic boards, shown as published, kept out of the index02
Math benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
LMArena Text: math12721421Solar Pro 4
LMArena Text: mathematical work12681427Solar Pro 4
Neither model has a result on the other 11 boards here
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index04
Knowledge benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
LegalBench (Vals AI)80.5%Not measuredOnly GPT-4 Turbo measured
MedQA (Vals AI)82.0%Not measuredOnly GPT-4 Turbo measured
MMLU Pro (Artificial Analysis run)69.4%Not measuredOnly GPT-4 Turbo measured
MMLU81.3%Not measuredOnly GPT-4 Turbo measured
LMArena Text: science12561404Solar Pro 4
LMArena Text: medicine and healthcare12391374Solar Pro 4
LMArena Text: legal and government12651383Solar Pro 4
LMArena Text: business and finance12221381Solar Pro 4
Neither model has a result on the other 10 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index6 boards, none shared
Web design benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
Design Arena: websitesNot measured1176Only Solar Pro 4 measured
Design Arena: UI componentsNot measured1147Only Solar Pro 4 measured
Design Arena: game devNot measured1169Only Solar Pro 4 measured
Design Arena: data vizNot measured1178Only Solar Pro 4 measured
Design Arena: 3DNot measured1178Only Solar Pro 4 measured
Design Arena: all code categoriesNot measured1181Only Solar Pro 4 measured
Neither model has a result on the other 3 boards here
GeneralLike-for-likePublic boards, shown as published, kept out of the index017
General benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
Long context reasoning (AA-LCR)Not measured70.7%Only Solar Pro 4 measured
DTBench61.6%Not measuredOnly GPT-4 Turbo measured
LMCA9.8%Not measuredOnly GPT-4 Turbo measured
LMArena Text12721388Solar Pro 4
LMArena Text: instruction following12491375Solar Pro 4
LMArena Text: creative writing12681317Solar Pro 4
LMArena Vision1090Not measuredOnly GPT-4 Turbo measured
LMArena Text: English12911414Solar Pro 4
LMArena Text: non-English12451363Solar Pro 4
LMArena Text: Chinese12421422Solar Pro 4
LMArena Text: German12591358Solar Pro 4
LMArena Text: Japanese11941320Solar Pro 4
LMArena Text: Korean11871383Solar Pro 4
LMArena Text: French12761400Solar Pro 4
LMArena Text: Spanish12601409Solar Pro 4
LMArena Text: Russian12591357Solar Pro 4
LMArena Text: Polish13021304Solar Pro 4
LMArena Text: multi-turn12671385Solar Pro 4
LMArena Text: longer queries12541382Solar Pro 4
LMArena Text: writing and language12791344Solar Pro 4
LMArena Text: entertainment and media12581332Solar Pro 4
LMArena Vision: English1097Not measuredOnly GPT-4 Turbo measured
LMArena Vision: Chinese1045Not measuredOnly GPT-4 Turbo measured
Neither model has a result on the other 23 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for GPT-4 Turbo and Solar Pro 4
BenchmarkGPT-4 TurboSolar Pro 4Leader
Neither model has a result on 5 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

GPT-4 Turbo$0.025Fits in one request
Solar Pro 4$0.0004Fits in one request

Solar Pro 4 costs less

Repository review

50K input + 3K output tokens

GPT-4 Turbo$0.590Fits in one request
Solar Pro 4$0.0093Fits in one request

Solar Pro 4 costs less

Agent loop

200K input + 10K output tokens

GPT-4 Turbo$2.30Exceeds the context window
Solar Pro 4$0.036Fits in one request

Solar Pro 4 costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of GPT-4 Turbo and Solar Pro 4
SpecificationOpenAI GPT-4 TurboUpstage Solar Pro 4
MakerOpenAIUpstage
WeightsNo public weights listedNo public weights listed
ReleasedApril 9, 2024August 10, 2026
Context window128K524K
Input $/Mtok$10.00$0.15
Output $/Mtok$30.00$0.60
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it01
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-4 Turbo better than Solar Pro 4 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick GPT-4 Turbo for work measured by AA Coding Index or LMArena Text: coding, where it leads.

Which is cheaper, GPT-4 Turbo or Solar Pro 4?

GPT-4 Turbo costs $10.00 per million input tokens and $30.00 per million output tokens; Solar Pro 4 costs $0.15 and $0.60. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-4 Turbo or Solar Pro 4?

Solar Pro 4, with 524K tokens against 128K.

How many benchmarks is the GPT-4 Turbo vs Solar Pro 4 comparison based on?

31 benchmarks have a result for both models as of October 22, 2026. GPT-4 Turbo's coding index rests on 0 independent benchmarks and Solar Pro 4's on 1. Where only one model has a result, the page says so instead of naming a winner.

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