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GPT-5.1-Codex-Mini vs Solar Mini 4

Solar Mini 4 leads GPT-5.1-Codex-Mini on the Artificial Analysis Intelligence Index, 24.1 to 20.4, and Solar Mini 4 costs 10.0x less per output token ($0.20 vs $2.00 per million). Updated October 21, 2026; 6 benchmarks have a result for both.

GPT-5.1-Codex-MiniOpenAI
Coding
No data
Overall
20.4
Output $/M
$2.00
0
Solar Mini 4Upstage
Coding
No data
Overall
24.1
Output $/M
$0.20
6
vs boards won of 6 shared

GPT-5.1-Codex-Mini or Solar Mini 4: which to pick

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

Pick GPT-5.1-Codex-Mini for work measured by AA Intelligence Index or Humanity's Last Exam (Artificial Analysis run), where it leads.

Shared results
6
GPT-5.1-Codex-Mini only
16
Solar Mini 4 only
1
Like-for-like categories
4 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-5.1-Codex-Mini not benchmarked, Solar Mini 4 not benchmarked.
Widest category
General, 16.7 points apart on average over 1 shared benchmark.
Widest single gap
Long context reasoning (AA-LCR): GPT-5.1-Codex-Mini 66.7% against Solar Mini 4 83.3%, 16.7 points apart on a 0 to 100 scale.
Output price
GPT-5.1-Codex-Mini $2.00 against Solar Mini 4 $0.20 per million output tokens, 10.0x apart.
Context window
GPT-5.1-Codex-Mini takes 400K tokens, Solar Mini 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-5.1-Codex-MiniBarsSolar Mini 4Ties
Intelligence01
Reasoning01
Web design03
General01
All shared boards06
CodingDirectional onlySix of these boards feed the Vibe Coding Index6 boards, none shared
Coding benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
LMArena WebDev1244Not measuredOnly GPT-5.1-Codex-Mini measured
LiveCodeBench (Artificial Analysis run)83.6%Not measuredOnly GPT-5.1-Codex-Mini measured
SciCodeNot measured47.6%Only Solar Mini 4 measured
Terminal-Bench Hard (Artificial Analysis run)33.3%Not measuredOnly GPT-5.1-Codex-Mini measured
Terminal-Bench61.6%Not measuredOnly GPT-5.1-Codex-Mini measured
LMArena WebDev: HTML1253Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 32 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
Intelligence benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
AA Intelligence Index20.424.1Solar Mini 4
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Agentic work benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
τ²-Bench Telecom62.9%Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 38 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index01
Reasoning benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
GPQA Diamond (Artificial Analysis run)81.3%Not measuredOnly GPT-5.1-Codex-Mini measured
Humanity's Last Exam (Artificial Analysis run)18.5%25.8%Solar Mini 4
Neither model has a result on the other 19 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
Math benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
AA Math Index91.7Not measuredOnly GPT-5.1-Codex-Mini measured
AIME 2025 (Artificial Analysis run)91.7%Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 11 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Knowledge benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
MMLU Pro (Artificial Analysis run)82.0%Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 16 boards here
Web designLike-for-likePublic boards, shown as published, kept out of the index03
Web design benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
Design Arena: websites11111159Solar Mini 4
Design Arena: UI components1081Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: game dev10921109Solar Mini 4
Design Arena: data viz1097Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: 3D988Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: all code categories10941150Solar Mini 4
Design Arena: SVG978Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: ASCII art1105Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 1 board here
GeneralLike-for-likePublic boards, shown as published, kept out of the index01
General benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 4Leader
IFBench67.9%Not measuredOnly GPT-5.1-Codex-Mini measured
Long context reasoning (AA-LCR)66.7%83.3%Solar Mini 4
Neither model has a result on the other 44 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for GPT-5.1-Codex-Mini and Solar Mini 4
BenchmarkGPT-5.1-Codex-MiniSolar Mini 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-5.1-Codex-Mini$0.0013Fits in one request
Solar Mini 4$0.0001Fits in one request

Solar Mini 4 costs less

Repository review

50K input + 3K output tokens

GPT-5.1-Codex-Mini$0.018Fits in one request
Solar Mini 4$0.0031Fits in one request

Solar Mini 4 costs less

Agent loop

200K input + 10K output tokens

GPT-5.1-Codex-Mini$0.070Fits in one request
Solar Mini 4$0.012Fits in one request

Solar Mini 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-5.1-Codex-Mini and Solar Mini 4
SpecificationOpenAI GPT-5.1-Codex-MiniUpstage Solar Mini 4
MakerOpenAIUpstage
WeightsNo public weights listedNo public weights listed
ReleasedNovember 13, 2025September 23, 2026
Context window400K524K
Input $/Mtok$0.25$0.05
Output $/Mtok$2.00$0.20
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it10
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-5.1-Codex-Mini better than Solar Mini 4 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick GPT-5.1-Codex-Mini for work measured by AA Intelligence Index or Humanity's Last Exam (Artificial Analysis run), where it leads.

Which is cheaper, GPT-5.1-Codex-Mini or Solar Mini 4?

GPT-5.1-Codex-Mini costs $0.25 per million input tokens and $2.00 per million output tokens; Solar Mini 4 costs $0.05 and $0.20. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-5.1-Codex-Mini or Solar Mini 4?

Solar Mini 4, with 524K tokens against 400K.

How many benchmarks is the GPT-5.1-Codex-Mini vs Solar Mini 4 comparison based on?

6 benchmarks have a result for both models as of October 21, 2026. GPT-5.1-Codex-Mini's coding index rests on 1 independent benchmark and Solar Mini 4's on 0. Where only one model has a result, the page says so instead of naming a winner.

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