MiniMax M3 vs Solar Pro 4
MiniMax M3 leads Solar Pro 4 on the Artificial Analysis Intelligence Index, 29.2 to 28.2, and Solar Pro 4 costs 2.0x less per output token ($0.60 vs $1.20 per million). Updated October 22, 2026; 45 benchmarks have a result for both.
MiniMax M3 or Solar Pro 4: which to pick
Only MiniMax M3 has a coding score, 39.2 on the Vibe Coding Index; Solar Pro 4 has none, so the two cannot be ranked on coding.
Pick Solar Pro 4 for output tokens 2.0x cheaper ($0.60 vs $1.20 per million) and work measured by SciCode or LMArena Text: Korean, where it leads.
- Shared results
- 45
- MiniMax M3 only
- 72
- Solar Pro 4 only
- 0
- Like-for-like categories
- 8 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.
Coding
Vibe Coding Index, six public coding benchmarks
No call
Only MiniMax M3 has a coding score, so no call is made.
One side not measured
Intelligence
AA Intelligence Index
MiniMax M3
MiniMax M3 leads, 29.2 against 28.2.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only MiniMax M3 has a AA Agentic Index result, 29.5.
Directional only
Reasoning
GPQA Diamond
No call
Only MiniMax M3 has a GPQA Diamond result, 92.7%.
Directional only
Knowledge
MMLU Pro
No call
Only MiniMax M3 has a MMLU Pro result, 84.2%.
Directional only
Web design
Design Arena: websites
MiniMax M3
MiniMax M3 leads, 1257 against 1176.
Same board, both measured
Long documents
Listed context window
MiniMax M3
MiniMax M3 takes 1.05M tokens against 524K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Solar Pro 4
MiniMax M3 $0.0009, Solar Pro 4 $0.0004 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only MiniMax M3 has the number, $0.56.
Directional only
At a glance
- Coding index
- MiniMax M3 39.2 from 6 benchmarks, Solar Pro 4 not benchmarked.
- Widest category
- Agentic work, 11.9 points apart on average over 1 shared benchmark.
- Widest single gap
- LMArena Text: Polish: MiniMax M3 1423 against Solar Pro 4 1304, 19.7 points apart on a 0 to 100 scale.
- Output price
- MiniMax M3 $1.20 against Solar Pro 4 $0.60 per million output tokens, 2.0x apart.
- Context window
- MiniMax M3 takes 1.05M 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.
| Category | MiniMax M3 | Bars | Solar Pro 4 | Ties |
|---|---|---|---|---|
| Coding | 7 | 1 | ||
| Intelligence | 1 | 0 | ||
| Agentic work | 1 | 0 | ||
| Reasoning | 5 | 0 | ||
| Math | 2 | 0 | ||
| Knowledge | 4 | 0 | ||
| Web design | 6 | 0 | ||
| General | 17 | 1 | ||
| All shared boards | 43 | 2 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index71
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| LiveBench coding | 70.9% | Not measured | Only MiniMax M3 measured |
| LMArena WebDev | 1482 | 1371 | MiniMax M3 |
| AA Coding Index | 58.6 | 52.7 | MiniMax M3 |
| LiveCodeBench (Vals AI) | 82.2% | Not measured | Only MiniMax M3 measured |
| SWE-bench Verified (Vals AI) | 75.0% | Not measured | Only MiniMax M3 measured |
| Terminal-Bench 4 (Vals AI) | 1.0% | Not measured | Only MiniMax M3 measured |
| Vibe Code Bench (Vals AI) | 47.6% | Not measured | Only MiniMax M3 measured |
| Code migration (Vals AI) | 19.9% | Not measured | Only MiniMax M3 measured |
| Terminal-Bench 2.1 (Vals AI) | 53.6% | Not measured | Only MiniMax M3 measured |
| SWE-bench Multimodal (Vals AI) | 33.3% | Not measured | Only MiniMax M3 measured |
| Vibe Code Bench 1-100 (Vals AI) | 9.2% | Not measured | Only MiniMax M3 measured |
| SkillsBench (Vals AI) | 51.5% | Not measured | Only MiniMax M3 measured |
| CyberBench (Vals AI) | 65.0% | Not measured | Only MiniMax M3 measured |
| SciCode | 47.1% | 48.0% | Solar Pro 4 |
| Terminal-Bench Hard (Artificial Analysis run) | 42.4% | Not measured | Only MiniMax M3 measured |
| FrontierCode | 14.7% | Not measured | Only MiniMax M3 measured |
| ALE-Bench | 640.0 | 179.3 | MiniMax M3 |
| LMArena Text: coding | 1470 | 1438 | MiniMax M3 |
| LMArena Text: software and IT | 1466 | 1431 | MiniMax M3 |
| LMArena WebDev: React | 1478 | 1363 | MiniMax M3 |
| LMArena WebDev: HTML | 1455 | 1371 | MiniMax M3 |
| LMArena WebDev: from an image | 1470 | Not measured | Only MiniMax M3 measured |
| Neither model has a result on the other 21 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| AA Intelligence Index | 29.2 | 28.2 | MiniMax M3 |
| Epoch Capabilities Index | 146.9 | Not measured | Only MiniMax M3 measured |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| AA Agentic Index | 29.5 | Not measured | Only MiniMax M3 measured |
| Design Arena: agents building web apps | 1200 | 1105 | MiniMax M3 |
| Design Arena: agents building full-stack apps | 1197 | Not measured | Only MiniMax M3 measured |
| Design Arena: agents building mobile apps | 1169 | Not measured | Only MiniMax M3 measured |
| Design Arena: agents building Android apps | 1158 | Not measured | Only MiniMax M3 measured |
| Design Arena: agents building games | 1159 | Not measured | Only MiniMax M3 measured |
| Design Arena: HTML slides | 1120 | Not measured | Only MiniMax M3 measured |
| Design Arena: PowerPoint slides | 1178 | Not measured | Only MiniMax M3 measured |
| Design Arena: spreadsheets | 1042 | Not measured | Only MiniMax M3 measured |
| LiveBench research | 68.0% | Not measured | Only MiniMax M3 measured |
| LiveBench browser | 8.0% | Not measured | Only MiniMax M3 measured |
| LiveBench long agentic | 12.4% | Not measured | Only MiniMax M3 measured |
| Finance Agent (Vals AI) | 48.3% | Not measured | Only MiniMax M3 measured |
| Tax Agent Bench (Vals AI) | 20.6% | Not measured | Only MiniMax M3 measured |
| Legal Research Bench (Vals AI) | 29.8% | Not measured | Only MiniMax M3 measured |
| Excel Modeling Benchmark (Vals AI) | 47.8% | Not measured | Only MiniMax M3 measured |
| τ²-Bench Telecom | 88.9% | Not measured | Only MiniMax M3 measured |
| APEX-Agents | 37.7% | Not measured | Only MiniMax M3 measured |
| OSWorld 2.0 | 4.6% | Not measured | Only MiniMax M3 measured |
| Vending-Bench 2 | $2,158 | Not measured | Only MiniMax M3 measured |
| Neither model has a result on the other 22 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index50
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| GPQA Diamond | 92.7% | Not measured | Only MiniMax M3 measured |
| LiveBench reasoning | 74.5% | Not measured | Only MiniMax M3 measured |
| MMMU Pro (Vals AI) | 81.2% | Not measured | Only MiniMax M3 measured |
| GPQA Diamond (Artificial Analysis run) | 92.9% | 89.1% | MiniMax M3 |
| Humanity's Last Exam (Artificial Analysis run) | 39.0% | 29.8% | MiniMax M3 |
| GPQA Diamond (Epoch AI run) | 90.9% | Not measured | Only MiniMax M3 measured |
| SimpleBench | 45.8% | Not measured | Only MiniMax M3 measured |
| Chess puzzles | 13.0% | Not measured | Only MiniMax M3 measured |
| Mystery game puzzles | 8.0% | Not measured | Only MiniMax M3 measured |
| LMArena Text: hard prompts | 1447 | 1400 | MiniMax M3 |
| LMArena Text: expert | 1461 | 1428 | MiniMax M3 |
| LMArena Text: hard prompts in English | 1455 | 1427 | MiniMax M3 |
| LMArena Vision: diagrams | 1266 | Not measured | Only MiniMax M3 measured |
| LMArena Vision: homework | 1268 | Not measured | Only MiniMax M3 measured |
| Neither model has a result on the other 9 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| OTIS Mock AIME | 71.1% | Not measured | Only MiniMax M3 measured |
| ProofBench | 18.0% | Not measured | Only MiniMax M3 measured |
| LMArena Text: math | 1429 | 1421 | MiniMax M3 |
| LMArena Text: mathematical work | 1448 | 1427 | MiniMax M3 |
| Neither model has a result on the other 10 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index40
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| MMLU Pro | 84.2% | Not measured | Only MiniMax M3 measured |
| LegalBench (Vals AI) | 85.4% | Not measured | Only MiniMax M3 measured |
| CorpFin (Vals AI) | 68.1% | Not measured | Only MiniMax M3 measured |
| TaxEval (Vals AI) | 72.7% | Not measured | Only MiniMax M3 measured |
| MortgageTax (Vals AI) | 68.4% | Not measured | Only MiniMax M3 measured |
| MedCode (Vals AI) | 46.3% | Not measured | Only MiniMax M3 measured |
| LMArena Text: science | 1452 | 1404 | MiniMax M3 |
| LMArena Text: medicine and healthcare | 1441 | 1374 | MiniMax M3 |
| LMArena Text: legal and government | 1437 | 1383 | MiniMax M3 |
| LMArena Text: business and finance | 1434 | 1381 | MiniMax M3 |
| Neither model has a result on the other 10 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index60
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| Design Arena: websites | 1257 | 1176 | MiniMax M3 |
| Design Arena: UI components | 1243 | 1147 | MiniMax M3 |
| Design Arena: game dev | 1210 | 1169 | MiniMax M3 |
| Design Arena: data viz | 1236 | 1178 | MiniMax M3 |
| Design Arena: 3D | 1208 | 1178 | MiniMax M3 |
| Design Arena: all code categories | 1246 | 1182 | MiniMax M3 |
| Design Arena: SVG | 1160 | Not measured | Only MiniMax M3 measured |
| Design Arena: ASCII art | 1161 | Not measured | Only MiniMax M3 measured |
| LiveBench design | 66.2% | Not measured | Only MiniMax M3 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index171
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| LiveBench data analysis | 76.2% | Not measured | Only MiniMax M3 measured |
| Public Benefits Bench (Vals AI) | 64.1% | Not measured | Only MiniMax M3 measured |
| SAGE (Vals AI) | 50.6% | Not measured | Only MiniMax M3 measured |
| MedScribe (Vals AI) | 87.3% | Not measured | Only MiniMax M3 measured |
| Vals Multimodal Index | 60.0% | Not measured | Only MiniMax M3 measured |
| IFBench | 82.9% | Not measured | Only MiniMax M3 measured |
| Long context reasoning (AA-LCR) | 83.0% | 70.7% | MiniMax M3 |
| DTBench | 78.9% | Not measured | Only MiniMax M3 measured |
| LMCA | 33.7% | Not measured | Only MiniMax M3 measured |
| Surface Evolver Bench | 55.0% | Not measured | Only MiniMax M3 measured |
| LMArena Text | 1433 | 1388 | MiniMax M3 |
| LMArena Text: instruction following | 1433 | 1375 | MiniMax M3 |
| LMArena Text: creative writing | 1404 | 1317 | MiniMax M3 |
| LMArena Vision | 1251 | Not measured | Only MiniMax M3 measured |
| LMArena Text: English | 1443 | 1414 | MiniMax M3 |
| LMArena Text: non-English | 1420 | 1363 | MiniMax M3 |
| LMArena Text: Chinese | 1466 | 1422 | MiniMax M3 |
| LMArena Text: German | 1428 | 1358 | MiniMax M3 |
| LMArena Text: Japanese | 1380 | 1320 | MiniMax M3 |
| LMArena Text: Korean | 1373 | 1383 | Solar Pro 4 |
| LMArena Text: French | 1444 | 1400 | MiniMax M3 |
| LMArena Text: Spanish | 1433 | 1409 | MiniMax M3 |
| LMArena Text: Russian | 1426 | 1357 | MiniMax M3 |
| LMArena Text: Polish | 1423 | 1304 | MiniMax M3 |
| LMArena Text: multi-turn | 1443 | 1385 | MiniMax M3 |
| LMArena Text: longer queries | 1446 | 1382 | MiniMax M3 |
| LMArena Text: writing and language | 1419 | 1344 | MiniMax M3 |
| LMArena Text: entertainment and media | 1403 | 1332 | MiniMax M3 |
| LMArena Vision: English | 1263 | Not measured | Only MiniMax M3 measured |
| LMArena Vision: Chinese | 1311 | Not measured | Only MiniMax M3 measured |
| LMArena Vision: reading text | 1259 | Not measured | Only MiniMax M3 measured |
| LMArena Vision: humor | 1235 | Not measured | Only MiniMax M3 measured |
| LMArena Vision: recognizing things | 1197 | Not measured | Only MiniMax M3 measured |
| LMArena Vision: creative writing | 1234 | Not measured | Only MiniMax M3 measured |
| LMArena Document | 1435 | Not measured | Only MiniMax M3 measured |
| EQ-Bench 4 | 1150 | Not measured | Only MiniMax M3 measured |
| Neither model has a result on the other 12 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | MiniMax M3 | Solar Pro 4 | Leader |
|---|---|---|---|
| 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
Solar Pro 4 costs less
Repository review
50K input + 3K output tokens
Solar Pro 4 costs less
Agent loop
200K input + 10K output tokens
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.
| Specification | MiniMax M3 | Upstage Solar Pro 4 |
|---|---|---|
| Maker | MiniMax | Upstage |
| Weights | Open weights | No public weights listed |
| Released | May 31, 2026 | August 10, 2026 |
| Context window | 1.05M | 524K |
| Input $/Mtok | $0.30 | $0.15 |
| Output $/Mtok | $1.20 | $0.60 |
| Coding index | 39.2 | Not benchmarked |
| Independent measurements behind it | 6 | 1 |
| Cost per solved task | $0.56 | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is MiniMax M3 better than Solar Pro 4 for coding?
Only MiniMax M3 has a coding score, 39.2 on the Vibe Coding Index; Solar Pro 4 has none, so the two cannot be ranked on coding. Pick Solar Pro 4 for output tokens 2.0x cheaper ($0.60 vs $1.20 per million) and work measured by SciCode or LMArena Text: Korean, where it leads.
Which is cheaper, MiniMax M3 or Solar Pro 4?
MiniMax M3 costs $0.30 per million input tokens and $1.20 per million output tokens; Solar Pro 4 costs $0.15 and $0.60. Cost per solved task is known for MiniMax M3 only.
Which has the bigger context window, MiniMax M3 or Solar Pro 4?
MiniMax M3, with 1.05M tokens against 524K.
How many benchmarks is the MiniMax M3 vs Solar Pro 4 comparison based on?
45 benchmarks have a result for both models as of October 22, 2026. MiniMax M3's coding index rests on 6 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.