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Summarize vs Solar Pro 4

Updated October 21, 2026. No benchmark has tested both models yet. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

S SummarizeScaledown
Coding
No data
Overall
No data
Output $/M
No data
Solar Pro 4Upstage
Coding
No data
Overall
28.2
Output $/M
$0.60
vs 1M vs 524K context window. Summarize fits 1.9x more.

Decision reading

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

Summarize has the edge where the context window is larger, 1M against 524K tokens.

No benchmark has tested both yet. Summarize has none yet; Solar Pro 4 on LMArena WebDev, AA Coding Index and SciCode. Compare them on price and context instead.

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
Summarize not benchmarked, Solar Pro 4 not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
Summarize Free against Solar Pro 4 $0.60 per million output tokens.
Context window
Summarize takes 1M tokens, Solar Pro 4 524K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

CodingDirectional onlySix of these boards feed the Vibe Coding Index8 boards measured
Coding benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
LMArena WebDevNot measured1371Only Solar Pro 4 measured
AA Coding IndexNot measured52.7Only Solar Pro 4 measured
SciCodeNot measured48.0%Only Solar Pro 4 measured
ALE-BenchNot measured179.3Only Solar Pro 4 measured
LMArena Text: codingNot measured1438Only Solar Pro 4 measured
LMArena Text: software and ITNot measured1431Only Solar Pro 4 measured
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
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
AA Intelligence IndexNot measured28.2Only Solar Pro 4 measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
Design Arena: agents building web appsNot measured1105Only Solar Pro 4 measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index5 boards measured
Reasoning benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
GPQA Diamond (Artificial Analysis run)Not measured89.1%Only Solar Pro 4 measured
Humanity's Last Exam (Artificial Analysis run)Not measured29.8%Only Solar Pro 4 measured
LMArena Text: hard promptsNot measured1400Only Solar Pro 4 measured
LMArena Text: expertNot measured1428Only Solar Pro 4 measured
LMArena Text: hard prompts in EnglishNot measured1427Only Solar Pro 4 measured
Neither model has a result on the other 16 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Math benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
LMArena Text: mathNot measured1421Only Solar Pro 4 measured
LMArena Text: mathematical workNot measured1427Only Solar Pro 4 measured
Neither model has a result on the other 11 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Knowledge benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
LMArena Text: scienceNot measured1404Only Solar Pro 4 measured
LMArena Text: medicine and healthcareNot measured1374Only Solar Pro 4 measured
LMArena Text: legal and governmentNot measured1383Only Solar Pro 4 measured
LMArena Text: business and financeNot measured1381Only Solar Pro 4 measured
Neither model has a result on the other 13 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index6 boards measured
Web design benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
Design Arena: websitesNot measured1177Only Solar Pro 4 measured
Design Arena: UI componentsNot measured1150Only Solar Pro 4 measured
Design Arena: game devNot measured1170Only Solar Pro 4 measured
Design Arena: data vizNot measured1177Only Solar Pro 4 measured
Design Arena: 3DNot measured1178Only Solar Pro 4 measured
Design Arena: all code categoriesNot measured1182Only Solar Pro 4 measured
Neither model has a result on the other 3 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index18 boards measured
General benchmarks for Summarize and Solar Pro 4
BenchmarkSummarizeSolar Pro 4Leader
Long context reasoning (AA-LCR)Not measured70.7%Only Solar Pro 4 measured
LMArena TextNot measured1388Only Solar Pro 4 measured
LMArena Text: instruction followingNot measured1375Only Solar Pro 4 measured
LMArena Text: creative writingNot measured1317Only Solar Pro 4 measured
LMArena Text: EnglishNot measured1414Only Solar Pro 4 measured
LMArena Text: non-EnglishNot measured1363Only Solar Pro 4 measured
LMArena Text: ChineseNot measured1422Only Solar Pro 4 measured
LMArena Text: GermanNot measured1358Only Solar Pro 4 measured
LMArena Text: JapaneseNot measured1320Only Solar Pro 4 measured
LMArena Text: KoreanNot measured1383Only Solar Pro 4 measured
LMArena Text: FrenchNot measured1400Only Solar Pro 4 measured
LMArena Text: SpanishNot measured1409Only Solar Pro 4 measured
LMArena Text: RussianNot measured1357Only Solar Pro 4 measured
LMArena Text: PolishNot measured1304Only Solar Pro 4 measured
LMArena Text: multi-turnNot measured1385Only Solar Pro 4 measured
LMArena Text: longer queriesNot measured1382Only Solar Pro 4 measured
LMArena Text: writing and languageNot measured1344Only Solar Pro 4 measured
LMArena Text: entertainment and mediaNot measured1332Only Solar Pro 4 measured
Neither model has a result on the other 28 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

Summarize$0.0000Fits in one request
Solar Pro 4$0.0004Fits in one request

Summarize costs less

Repository review

50K input + 3K output tokens

Summarize$0.0020Fits in one request
Solar Pro 4$0.0093Fits in one request

Summarize costs less

Agent loop

200K input + 10K output tokens

Summarize$0.0080Fits in one request
Solar Pro 4$0.036Fits in one request

Summarize 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 Summarize and Solar Pro 4
SpecificationScaleDown SummarizeUpstage Solar Pro 4
MakerScaledownUpstage
WeightsNo public weights listedNo public weights listed
ReleasedOctober 13, 2026August 10, 2026
Context window1M524K
Input $/Mtok$0.04$0.15
Output $/MtokFree$0.60
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it01
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Summarize better than Solar Pro 4 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Summarize has the edge where the context window is larger, 1M against 524K tokens.

Which is cheaper, Summarize or Solar Pro 4?

Summarize costs $0.04 per million input tokens and Free 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, Summarize or Solar Pro 4?

Summarize, with 1M tokens against 524K.

Has any benchmark tested both Summarize and Solar Pro 4?

No benchmark has tested both yet. Summarize has none yet; Solar Pro 4 on LMArena WebDev, AA Coding Index and SciCode. Compare them on price and context instead. Data as of October 21, 2026.

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