Claude Opus 4.1 vs MiniMax M2.5
Claude Opus 4.1 and MiniMax M2.5 tie on the Artificial Analysis Intelligence Index at 22.8, and MiniMax M2.5 costs 62.5x less per output token ($1.20 vs $75.00 per million). Updated October 22, 2026; 47 benchmarks have a result for both.
Claude Opus 4.1 or MiniMax M2.5: which to pick
Only MiniMax M2.5 has a coding score, 37.2 on the Vibe Coding Index; Claude Opus 4.1 has none, so the two cannot be ranked on coding.
Pick Claude Opus 4.1 for work measured by LMArena WebDev or LMArena Text: coding, where it leads.
- Shared results
- 47
- Claude Opus 4.1 only
- 29
- MiniMax M2.5 only
- 24
- Like-for-like categories
- 7 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 M2.5 has a coding score, so no call is made.
One side not measured
Intelligence
AA Intelligence Index
No call
Tied at 22.8.
Same board, both measured
Reasoning
GPQA Diamond
MiniMax M2.5
MiniMax M2.5 leads, 82.1% against 76.3%.
Same board, both measured
Math
AIME
MiniMax M2.5
MiniMax M2.5 leads, 88.8% against 78.2%.
Same board, both measured
Knowledge
MMLU Pro
Claude Opus 4.1
Claude Opus 4.1 leads, 87.9% against 80.1%.
Same board, both measured
Web design
Design Arena: websites
MiniMax M2.5
MiniMax M2.5 leads, 1222 against 1176.
Same board, both measured
Long documents
Listed context window
MiniMax M2.5
MiniMax M2.5 takes 205K tokens against 200K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
MiniMax M2.5
Claude Opus 4.1 $0.052, MiniMax M2.5 $0.0009 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only MiniMax M2.5 has the number, $0.62.
Directional only
At a glance
- Coding index
- Claude Opus 4.1 not benchmarked, MiniMax M2.5 37.2 from 3 benchmarks.
- Widest category
- General, 13.7 points apart on average over 17 shared benchmarks.
- Widest single gap
- LMArena Text: Japanese: Claude Opus 4.1 1377 against MiniMax M2.5 1171, 34.4 points apart on a 0 to 100 scale.
- Output price
- Claude Opus 4.1 $75.00 against MiniMax M2.5 $1.20 per million output tokens, 62.5x apart.
- Context window
- Claude Opus 4.1 takes 200K tokens, MiniMax M2.5 205K.
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 | Claude Opus 4.1 | Bars | MiniMax M2.5 | Ties |
|---|---|---|---|---|
| Coding | 3 | 3 | ||
| Intelligence | 0 | 1 | 1 tie | |
| Reasoning | 3 | 1 | ||
| Math | 2 | 1 | ||
| Knowledge | 8 | 0 | ||
| Web design | 1 | 6 | ||
| General | 17 | 0 | ||
| All shared boards | 34 | 12 | 1 tie |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index33
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| SWE-bench Verified | Not measured | 75.8% | Only MiniMax M2.5 measured |
| SWE-bench Multilingual | Not measured | 68.3% | Only MiniMax M2.5 measured |
| LMArena WebDev | 1390 | 1386 | Claude Opus 4.1 |
| LiveCodeBench (Vals AI) | 66.5% | 79.2% | MiniMax M2.5 |
| SWE-bench Verified (Vals AI) | Not measured | 74.2% | Only MiniMax M2.5 measured |
| Vibe Code Bench (Vals AI) | Not measured | 14.8% | Only MiniMax M2.5 measured |
| Terminal-Bench Hard (Artificial Analysis run) | Not measured | 34.8% | Only MiniMax M2.5 measured |
| Terminal-Bench | 38.0% | 42.7% | MiniMax M2.5 |
| WeirdML | 45.9% | Not measured | Only Claude Opus 4.1 measured |
| Cybench | 42.0% | Not measured | Only Claude Opus 4.1 measured |
| ALE-Bench | Not measured | 618.2 | Only MiniMax M2.5 measured |
| LMArena Text: coding | 1479 | 1380 | Claude Opus 4.1 |
| LMArena Text: software and IT | 1456 | 1383 | Claude Opus 4.1 |
| LMArena WebDev: React | Not measured | 1374 | Only MiniMax M2.5 measured |
| LMArena WebDev: HTML | 1399 | 1414 | MiniMax M2.5 |
| SciCode | 4.6% | Not measured | Only Claude Opus 4.1 measured |
| SWE Atlas: Codebase QnA | Not measured | 10.3% | Only MiniMax M2.5 measured |
| SWE Atlas: Refactoring | Not measured | 19.5% | Only MiniMax M2.5 measured |
| SWE Atlas: Test Writing | Not measured | 18.6% | Only MiniMax M2.5 measured |
| Neither model has a result on the other 24 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| AA Intelligence Index | 22.8 | 22.8 | Tie |
| Epoch Capabilities Index | 144.1 | 146.6 | MiniMax M2.5 |
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| τ²-Bench Telecom | Not measured | 95.3% | Only MiniMax M2.5 measured |
| METR time horizons | 66.8% | Not measured | Only Claude Opus 4.1 measured |
| GDPval | 43.6% | Not measured | Only Claude Opus 4.1 measured |
| DeepResearch Bench | 48.3% | Not measured | Only Claude Opus 4.1 measured |
| Vending-Bench 2 | Not measured | -$23 | Only MiniMax M2.5 measured |
| Neither model has a result on the other 37 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index31
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| GPQA Diamond | 76.3% | 82.1% | MiniMax M2.5 |
| MMMU Pro (Vals AI) | 77.5% | Not measured | Only Claude Opus 4.1 measured |
| GPQA Diamond (Artificial Analysis run) | Not measured | 84.8% | Only MiniMax M2.5 measured |
| Humanity's Last Exam (Artificial Analysis run) | Not measured | 20.5% | Only MiniMax M2.5 measured |
| GPQA Diamond (Epoch AI run) | 77.3% | Not measured | Only Claude Opus 4.1 measured |
| ARC-AGI | Not measured | 63.7% | Only MiniMax M2.5 measured |
| ARC-AGI-2 | Not measured | 4.9% | Only MiniMax M2.5 measured |
| SimpleBench | 60.0% | Not measured | Only Claude Opus 4.1 measured |
| Mystery game puzzles | 21.0% | Not measured | Only Claude Opus 4.1 measured |
| EBR-bench | 7.9% | Not measured | Only Claude Opus 4.1 measured |
| VPCT | 35.0% | Not measured | Only Claude Opus 4.1 measured |
| LMArena Text: hard prompts | 1442 | 1372 | Claude Opus 4.1 |
| LMArena Text: expert | 1438 | 1378 | Claude Opus 4.1 |
| LMArena Text: hard prompts in English | 1451 | 1384 | Claude Opus 4.1 |
| Kagi LLM Benchmark | Not measured | 55.2% | Only MiniMax M2.5 measured |
| Neither model has a result on the other 8 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index21
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| AIME | 78.2% | 88.8% | MiniMax M2.5 |
| MATH 500 (Vals AI) | 95.4% | Not measured | Only Claude Opus 4.1 measured |
| MGSM (Vals AI) | 94.4% | Not measured | Only Claude Opus 4.1 measured |
| OTIS Mock AIME | 68.9% | Not measured | Only Claude Opus 4.1 measured |
| FrontierMath, tiers 1 to 3 | 12.6% | Not measured | Only Claude Opus 4.1 measured |
| FrontierMath, tier 4 | 2.4% | Not measured | Only Claude Opus 4.1 measured |
| ProofBench | Not measured | 4.0% | Only MiniMax M2.5 measured |
| LMArena Text: math | 1431 | 1378 | Claude Opus 4.1 |
| LMArena Text: mathematical work | 1434 | 1378 | Claude Opus 4.1 |
| Neither model has a result on the other 5 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index80
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| MMLU Pro | 87.9% | 80.1% | Claude Opus 4.1 |
| LegalBench (Vals AI) | 83.5% | 80.0% | Claude Opus 4.1 |
| CaseLaw (Vals AI) | Not measured | 53.5% | Only MiniMax M2.5 measured |
| CorpFin (Vals AI) | Not measured | 59.6% | Only MiniMax M2.5 measured |
| TaxEval (Vals AI) | 73.7% | 68.2% | Claude Opus 4.1 |
| MortgageTax (Vals AI) | 61.1% | Not measured | Only Claude Opus 4.1 measured |
| MedQA (Vals AI) | 93.6% | 92.5% | Claude Opus 4.1 |
| MedCode (Vals AI) | 47.2% | Not measured | Only Claude Opus 4.1 measured |
| LMArena Text: science | 1422 | 1369 | Claude Opus 4.1 |
| LMArena Text: medicine and healthcare | 1416 | 1357 | Claude Opus 4.1 |
| LMArena Text: legal and government | 1421 | 1366 | Claude Opus 4.1 |
| LMArena Text: business and finance | 1406 | 1356 | Claude Opus 4.1 |
| FACTS Benchmark Suite | 40.4% | Not measured | Only Claude Opus 4.1 measured |
| PRBench Finance | 35.2% | Not measured | Only Claude Opus 4.1 measured |
| PRBench Legal | 34.0% | Not measured | Only Claude Opus 4.1 measured |
| Neither model has a result on the other 5 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index16
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| Design Arena: websites | 1176 | 1222 | MiniMax M2.5 |
| Design Arena: UI components | 1162 | 1170 | MiniMax M2.5 |
| Design Arena: game dev | 1171 | 1176 | MiniMax M2.5 |
| Design Arena: data viz | 1166 | 1172 | MiniMax M2.5 |
| Design Arena: 3D | 1152 | 1170 | MiniMax M2.5 |
| Design Arena: all code categories | 1170 | 1207 | MiniMax M2.5 |
| Design Arena: SVG | 1151 | 1150 | Claude Opus 4.1 |
| Design Arena: ASCII art | 1167 | Not measured | Only Claude Opus 4.1 measured |
| Neither model has a result on the other 1 board here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index170
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | Leader |
|---|---|---|---|
| SAGE (Vals AI) | 31.4% | Not measured | Only Claude Opus 4.1 measured |
| MedScribe (Vals AI) | 73.9% | Not measured | Only Claude Opus 4.1 measured |
| IFBench | Not measured | 71.6% | Only MiniMax M2.5 measured |
| Long context reasoning (AA-LCR) | Not measured | 73.3% | Only MiniMax M2.5 measured |
| DTBench | 80.0% | Not measured | Only Claude Opus 4.1 measured |
| LMCA | 37.1% | Not measured | Only Claude Opus 4.1 measured |
| Creative writing (Lech Mazur) | 84.7% | Not measured | Only Claude Opus 4.1 measured |
| CL-bench | Not measured | 11.4% | Only MiniMax M2.5 measured |
| CL-bench Life | Not measured | 6.3% | Only MiniMax M2.5 measured |
| LMArena Text | 1419 | 1359 | Claude Opus 4.1 |
| LMArena Text: instruction following | 1435 | 1353 | Claude Opus 4.1 |
| LMArena Text: creative writing | 1412 | 1331 | Claude Opus 4.1 |
| LMArena Text: English | 1433 | 1380 | Claude Opus 4.1 |
| LMArena Text: non-English | 1405 | 1338 | Claude Opus 4.1 |
| LMArena Text: Chinese | 1427 | 1393 | Claude Opus 4.1 |
| LMArena Text: German | 1413 | 1361 | Claude Opus 4.1 |
| LMArena Text: Japanese | 1377 | 1171 | Claude Opus 4.1 |
| LMArena Text: Korean | 1381 | 1233 | Claude Opus 4.1 |
| LMArena Text: French | 1433 | 1363 | Claude Opus 4.1 |
| LMArena Text: Spanish | 1448 | 1353 | Claude Opus 4.1 |
| LMArena Text: Russian | 1422 | 1359 | Claude Opus 4.1 |
| LMArena Text: Polish | 1413 | 1334 | Claude Opus 4.1 |
| LMArena Text: multi-turn | 1444 | 1364 | Claude Opus 4.1 |
| LMArena Text: longer queries | 1455 | 1366 | Claude Opus 4.1 |
| LMArena Text: writing and language | 1418 | 1345 | Claude Opus 4.1 |
| LMArena Text: entertainment and media | 1398 | 1329 | Claude Opus 4.1 |
| MultiChallenge | 57.2% | Not measured | Only Claude Opus 4.1 measured |
| Neither model has a result on the other 21 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Opus 4.1 | MiniMax M2.5 | 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
MiniMax M2.5 costs less
Repository review
50K input + 3K output tokens
MiniMax M2.5 costs less
Agent loop
200K input + 10K output tokens
MiniMax M2.5 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 | Anthropic Claude Opus 4.1 | MiniMax M2.5 |
|---|---|---|
| Maker | Anthropic | MiniMax |
| Weights | No public weights listed | Open weights |
| Released | August 5, 2025 | February 12, 2026 |
| Context window | 200K | 205K |
| Input $/Mtok | $15.00 | $0.30 |
| Output $/Mtok | $75.00 | $1.20 |
| Coding index | Not benchmarked | 37.2 |
| Independent measurements behind it | 1 | 3 |
| Cost per solved task | Not computable | $0.62 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Opus 4.1 better than MiniMax M2.5 for coding?
Only MiniMax M2.5 has a coding score, 37.2 on the Vibe Coding Index; Claude Opus 4.1 has none, so the two cannot be ranked on coding. Pick Claude Opus 4.1 for work measured by LMArena WebDev or LMArena Text: coding, where it leads.
Which is cheaper, Claude Opus 4.1 or MiniMax M2.5?
Claude Opus 4.1 costs $15.00 per million input tokens and $75.00 per million output tokens; MiniMax M2.5 costs $0.30 and $1.20. Cost per solved task is known for MiniMax M2.5 only.
Which has the bigger context window, Claude Opus 4.1 or MiniMax M2.5?
MiniMax M2.5, with 205K tokens against 200K.
How many benchmarks is the Claude Opus 4.1 vs MiniMax M2.5 comparison based on?
47 benchmarks have a result for both models as of October 22, 2026. Claude Opus 4.1's coding index rests on 1 independent benchmark and MiniMax M2.5's on 3. Where only one model has a result, the page says so instead of naming a winner.