GPT-5.4 Mini vs Kimi K2.5
Kimi K2.5 leads GPT-5.4 Mini on coding, 38.6 to 35.8 on the Vibe Coding Index, and Kimi K2.5 costs 1.6x less per output token ($2.85 vs $4.50 per million). Updated October 22, 2026; 72 benchmarks have a result for both.
GPT-5.4 Mini or Kimi K2.5: which to pick
Pick Kimi K2.5 for coding: it scores 38.6 on the Vibe Coding Index against 35.8 for GPT-5.4 Mini, though on 3 benchmarks against 5.
Pick GPT-5.4 Mini for a larger context window (400K against 262K tokens) and work measured by AA Coding Index or SWE-bench Verified (Vals AI), where it leads.
- Shared results
- 72
- GPT-5.4 Mini only
- 17
- Kimi K2.5 only
- 27
- 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
Kimi K2.5
Kimi K2.5 scores 38.6 against 35.8.
5 and 3 benchmarks behind the scores
Intelligence
AA Intelligence Index
GPT-5.4 Mini
GPT-5.4 Mini leads, 24.1 against 23.5.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only GPT-5.4 Mini has a AA Agentic Index result, 17.9.
Directional only
Reasoning
GPQA Diamond
Kimi K2.5
Kimi K2.5 leads, 84.1% against 83.1%.
Same board, both measured
Math
AIME
No call
Tied at 95.6%.
Same board, both measured
Knowledge
MMLU Pro
Kimi K2.5
Kimi K2.5 leads, 85.9% against 84.5%.
Same board, both measured
Web design
Design Arena: websites
No call
Only Kimi K2.5 has a Design Arena: websites result, 1248.
Directional only
Long documents
Listed context window
GPT-5.4 Mini
GPT-5.4 Mini takes 400K tokens against 262K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Kimi K2.5
GPT-5.4 Mini $0.0030, Kimi K2.5 $0.0020 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
Kimi K2.5
GPT-5.4 Mini $0.70, Kimi K2.5 $0.24.
Published attempt cost and pass rate
At a glance
- Coding index
- GPT-5.4 Mini 35.8 from 5 benchmarks, Kimi K2.5 38.6 from 3 benchmarks.
- Widest category
- Agentic work, 10.6 points apart on average over 4 shared benchmarks.
- Widest single gap
- Kagi LLM Benchmark: GPT-5.4 Mini 37.9% against Kimi K2.5 78.5%, 40.6 points apart on a 0 to 100 scale.
- Output price
- GPT-5.4 Mini $4.50 against Kimi K2.5 $2.85 per million output tokens, 1.6x apart.
- Context window
- GPT-5.4 Mini takes 400K tokens, Kimi K2.5 262K.
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 | GPT-5.4 Mini | Bars | Kimi K2.5 | Ties |
|---|---|---|---|---|
| Coding | 8 | 6 | ||
| Intelligence | 2 | 0 | ||
| Agentic work | 2 | 2 | ||
| Reasoning | 1 | 11 | ||
| Math | 0 | 2 | 1 tie | |
| Knowledge | 0 | 10 | ||
| General | 2 | 25 | ||
| All shared boards | 15 | 56 | 1 tie |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index86
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| SWE-bench Verified | Not measured | 70.8% | Only Kimi K2.5 measured |
| SWE-bench Multilingual | Not measured | 67.3% | Only Kimi K2.5 measured |
| LMArena WebDev | 1397 | 1437 | Kimi K2.5 |
| AA Coding Index | 56.1 | 46.8 | GPT-5.4 Mini |
| LiveCodeBench (Vals AI) | 81.5% | 83.9% | Kimi K2.5 |
| SWE-bench Verified (Vals AI) | 73.0% | 70.0% | GPT-5.4 Mini |
| Terminal-Bench 4 (Vals AI) | 2.5% | Not measured | Only GPT-5.4 Mini measured |
| Vibe Code Bench (Vals AI) | 48.0% | 17.5% | GPT-5.4 Mini |
| Code migration (Vals AI) | 12.9% | 7.0% | GPT-5.4 Mini |
| ProgramBench (Vals AI) | 0.0% | Not measured | Only GPT-5.4 Mini measured |
| Terminal-Bench 2.1 (Vals AI) | 54.7% | 42.0% | GPT-5.4 Mini |
| SciCode | 52.1% | Not measured | Only GPT-5.4 Mini measured |
| Terminal-Bench Hard (Artificial Analysis run) | 52.3% | 34.8% | GPT-5.4 Mini |
| Terminal-Bench | Not measured | 43.2% | Only Kimi K2.5 measured |
| FrontierCode | 27.0% | Not measured | Only GPT-5.4 Mini measured |
| WeirdML | 60.3% | 45.6% | GPT-5.4 Mini |
| ALE-Bench | 1188.6 | 821.6 | GPT-5.4 Mini |
| LMArena Text: coding | 1438 | 1483 | Kimi K2.5 |
| LMArena Text: software and IT | 1436 | 1471 | Kimi K2.5 |
| LMArena WebDev: React | 1386 | 1429 | Kimi K2.5 |
| LMArena WebDev: HTML | 1419 | 1426 | Kimi K2.5 |
| LMArena WebDev: from an image | Not measured | 1439 | Only Kimi K2.5 measured |
| Neither model has a result on the other 17 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| AA Intelligence Index | 24.1 | 23.5 | GPT-5.4 Mini |
| Epoch Capabilities Index | 148.7 | 148.1 | GPT-5.4 Mini |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index22
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| AA Agentic Index | 17.9 | Not measured | Only GPT-5.4 Mini measured |
| Design Arena: agents building web apps | Not measured | 1136 | Only Kimi K2.5 measured |
| Design Arena: agents building full-stack apps | Not measured | 1114 | Only Kimi K2.5 measured |
| Design Arena: agents building mobile apps | Not measured | 1147 | Only Kimi K2.5 measured |
| Design Arena: agents building Android apps | Not measured | 1118 | Only Kimi K2.5 measured |
| Design Arena: agents building Godot games | Not measured | 1219 | Only Kimi K2.5 measured |
| Finance Agent (Vals AI) | 45.4% | 35.8% | GPT-5.4 Mini |
| Tax Agent Bench (Vals AI) | 8.8% | Not measured | Only GPT-5.4 Mini measured |
| Legal Research Bench (Vals AI) | 12.5% | 15.9% | Kimi K2.5 |
| Excel Modeling Benchmark (Vals AI) | 45.4% | 28.5% | GPT-5.4 Mini |
| τ²-Bench Telecom | 83.3% | 95.9% | Kimi K2.5 |
| DeepResearch Bench | 36.3% | Not measured | Only GPT-5.4 Mini measured |
| OSWorld | Not measured | 63.3% | Only Kimi K2.5 measured |
| Vending-Bench 2 | Not measured | $1,198 | Only Kimi K2.5 measured |
| Neither model has a result on the other 27 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index111
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| GPQA Diamond | 83.1% | 84.1% | Kimi K2.5 |
| MMMU Pro (Vals AI) | 79.3% | 84.3% | Kimi K2.5 |
| GPQA Diamond (Artificial Analysis run) | 87.5% | 87.9% | Kimi K2.5 |
| Humanity's Last Exam (Artificial Analysis run) | 28.1% | 30.7% | Kimi K2.5 |
| GPQA Diamond (Epoch AI run) | 86.9% | Not measured | Only GPT-5.4 Mini measured |
| ARC-AGI | 63.7% | 65.3% | Kimi K2.5 |
| ARC-AGI-2 | 18.9% | 11.8% | GPT-5.4 Mini |
| SimpleBench | Not measured | 46.8% | Only Kimi K2.5 measured |
| Chess puzzles | 23.0% | Not measured | Only GPT-5.4 Mini measured |
| Mystery game puzzles | 11.0% | Not measured | Only GPT-5.4 Mini measured |
| LMArena Text: hard prompts | 1424 | 1453 | Kimi K2.5 |
| LMArena Text: expert | 1435 | 1466 | Kimi K2.5 |
| LMArena Text: hard prompts in English | 1420 | 1460 | Kimi K2.5 |
| LMArena Vision: diagrams | 1266 | 1282 | Kimi K2.5 |
| LMArena Vision: homework | 1285 | 1297 | Kimi K2.5 |
| Kagi LLM Benchmark | 37.9% | 78.5% | Kimi K2.5 |
| Neither model has a result on the other 6 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| AIME | 95.6% | 95.6% | Tie |
| OTIS Mock AIME | 88.9% | Not measured | Only GPT-5.4 Mini measured |
| FrontierMath, tiers 1 to 3 | 51.2% | Not measured | Only GPT-5.4 Mini measured |
| FrontierMath, tier 4 | 9.8% | Not measured | Only GPT-5.4 Mini measured |
| ProofBench | 21.0% | Not measured | Only GPT-5.4 Mini measured |
| LMArena Text: math | 1418 | 1470 | Kimi K2.5 |
| LMArena Text: mathematical work | 1429 | 1473 | Kimi K2.5 |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index010
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| MMLU Pro | 84.5% | 85.9% | Kimi K2.5 |
| CaseLaw (Vals AI) | 51.7% | 58.7% | Kimi K2.5 |
| CorpFin (Vals AI) | 60.9% | 68.3% | Kimi K2.5 |
| TaxEval (Vals AI) | 71.2% | 74.2% | Kimi K2.5 |
| MortgageTax (Vals AI) | 63.5% | 66.5% | Kimi K2.5 |
| MedQA (Vals AI) | Not measured | 94.4% | Only Kimi K2.5 measured |
| MedCode (Vals AI) | Not measured | 39.3% | Only Kimi K2.5 measured |
| SimpleQA Verified | 29.4% | 34.3% | Kimi K2.5 |
| LMArena Text: science | 1417 | 1459 | Kimi K2.5 |
| LMArena Text: medicine and healthcare | 1395 | 1448 | Kimi K2.5 |
| LMArena Text: legal and government | 1414 | 1441 | Kimi K2.5 |
| LMArena Text: business and finance | 1418 | 1427 | Kimi K2.5 |
| Neither model has a result on the other 6 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index8 boards, none shared
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| Design Arena: websites | Not measured | 1248 | Only Kimi K2.5 measured |
| Design Arena: UI components | Not measured | 1234 | Only Kimi K2.5 measured |
| Design Arena: game dev | Not measured | 1206 | Only Kimi K2.5 measured |
| Design Arena: data viz | Not measured | 1219 | Only Kimi K2.5 measured |
| Design Arena: 3D | Not measured | 1204 | Only Kimi K2.5 measured |
| Design Arena: all code categories | Not measured | 1236 | Only Kimi K2.5 measured |
| Design Arena: SVG | Not measured | 1149 | Only Kimi K2.5 measured |
| Design Arena: ASCII art | Not measured | 1166 | Only Kimi K2.5 measured |
| Neither model has a result on the other 1 board here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index225
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | Leader |
|---|---|---|---|
| SAGE (Vals AI) | 50.8% | 49.9% | GPT-5.4 Mini |
| MedScribe (Vals AI) | Not measured | 76.4% | Only Kimi K2.5 measured |
| Vals Multimodal Index | 54.2% | Not measured | Only GPT-5.4 Mini measured |
| IFBench | 73.3% | 70.2% | GPT-5.4 Mini |
| Long context reasoning (AA-LCR) | 77.0% | 78.0% | Kimi K2.5 |
| DTBench | 80.0% | Not measured | Only GPT-5.4 Mini measured |
| LMCA | 40.8% | Not measured | Only GPT-5.4 Mini measured |
| Fiction.LiveBench | Not measured | 86.1% | Only Kimi K2.5 measured |
| CL-bench | Not measured | 19.3% | Only Kimi K2.5 measured |
| CL-bench Life | Not measured | 13.2% | Only Kimi K2.5 measured |
| LMArena Text | 1412 | 1445 | Kimi K2.5 |
| LMArena Text: instruction following | 1405 | 1431 | Kimi K2.5 |
| LMArena Text: creative writing | 1370 | 1422 | Kimi K2.5 |
| LMArena Vision | 1245 | 1269 | Kimi K2.5 |
| LMArena Text: English | 1412 | 1453 | Kimi K2.5 |
| LMArena Text: non-English | 1405 | 1433 | Kimi K2.5 |
| LMArena Text: Chinese | 1446 | 1494 | Kimi K2.5 |
| LMArena Text: German | 1408 | 1441 | Kimi K2.5 |
| LMArena Text: Japanese | 1375 | 1423 | Kimi K2.5 |
| LMArena Text: Korean | 1370 | 1412 | Kimi K2.5 |
| LMArena Text: French | 1441 | 1454 | Kimi K2.5 |
| LMArena Text: Spanish | 1405 | 1450 | Kimi K2.5 |
| LMArena Text: Russian | 1417 | 1435 | Kimi K2.5 |
| LMArena Text: Polish | 1415 | 1445 | Kimi K2.5 |
| LMArena Text: multi-turn | 1429 | 1444 | Kimi K2.5 |
| LMArena Text: longer queries | 1408 | 1445 | Kimi K2.5 |
| LMArena Text: writing and language | 1393 | 1425 | Kimi K2.5 |
| LMArena Text: entertainment and media | 1373 | 1417 | Kimi K2.5 |
| LMArena Vision: English | 1244 | 1274 | Kimi K2.5 |
| LMArena Vision: Chinese | 1286 | 1328 | Kimi K2.5 |
| LMArena Vision: reading text | 1253 | 1276 | Kimi K2.5 |
| LMArena Vision: humor | 1235 | 1284 | Kimi K2.5 |
| LMArena Vision: captioning | Not measured | 1257 | Only Kimi K2.5 measured |
| LMArena Vision: recognizing things | 1218 | 1285 | Kimi K2.5 |
| LMArena Vision: creative writing | 1222 | 1269 | Kimi K2.5 |
| Neither model has a result on the other 11 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | GPT-5.4 Mini | Kimi K2.5 | 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
Kimi K2.5 costs less
Repository review
50K input + 3K output tokens
Kimi K2.5 costs less
Agent loop
200K input + 10K output tokens
Kimi K2.5 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 | OpenAI GPT-5.4 Mini | MoonshotAI Kimi K2.5 |
|---|---|---|
| Maker | OpenAI | Moonshot AI |
| Weights | No public weights listed | Open weights |
| Released | March 17, 2026 | January 27, 2026 |
| Context window | 400K | 262K |
| Input $/Mtok | $0.75 | $0.532 |
| Output $/Mtok | $4.50 | $2.85 |
| Coding index | 35.8 | 38.6 |
| Independent measurements behind it | 5 | 3 |
| Cost per solved task | $0.70 | $0.24 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is GPT-5.4 Mini better than Kimi K2.5 for coding?
Pick Kimi K2.5 for coding: it scores 38.6 on the Vibe Coding Index against 35.8 for GPT-5.4 Mini, though on 3 benchmarks against 5. Pick GPT-5.4 Mini for a larger context window (400K against 262K tokens) and work measured by AA Coding Index or SWE-bench Verified (Vals AI), where it leads.
Which is cheaper, GPT-5.4 Mini or Kimi K2.5?
GPT-5.4 Mini costs $0.75 per million input tokens and $4.50 per million output tokens; Kimi K2.5 costs $0.532 and $2.85. Per solved SWE-bench Verified task, GPT-5.4 Mini costs $0.70 and Kimi K2.5 $0.24.
Which has the bigger context window, GPT-5.4 Mini or Kimi K2.5?
GPT-5.4 Mini, with 400K tokens against 262K.
How many benchmarks is the GPT-5.4 Mini vs Kimi K2.5 comparison based on?
72 benchmarks have a result for both models as of October 22, 2026. GPT-5.4 Mini's coding index rests on 5 independent benchmarks and Kimi K2.5's on 3. Where only one model has a result, the page says so instead of naming a winner.