GPT-5.4 Nano vs Llama 4 Maverick
GPT-5.4 Nano leads Llama 4 Maverick on the Artificial Analysis Intelligence Index, 20.7 to 9.3, and Llama 4 Maverick costs 1.3x less per output token ($1.00 vs $1.25 per million). Updated October 22, 2026; 66 benchmarks have a result for both.
GPT-5.4 Nano or Llama 4 Maverick: which to pick
Only GPT-5.4 Nano has a coding score, 44.8 on the Vibe Coding Index; Llama 4 Maverick has none, so the two cannot be ranked on coding.
Pick Llama 4 Maverick for output tokens 1.3x cheaper ($1.00 vs $1.25 per million) and a larger context window (524K against 400K tokens).
- Shared results
- 66
- GPT-5.4 Nano only
- 19
- Llama 4 Maverick only
- 19
- 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 GPT-5.4 Nano has a coding score, so no call is made.
One side not measured
Intelligence
AA Intelligence Index
GPT-5.4 Nano
GPT-5.4 Nano leads, 20.7 against 9.3.
Same board, both measured
Agentic work
AA Agentic Index
GPT-5.4 Nano
GPT-5.4 Nano leads, 16.0 against 0.6.
Same board, both measured
Reasoning
GPQA Diamond
GPT-5.4 Nano
GPT-5.4 Nano leads, 77.5% against 69.4%.
Same board, both measured
Math
AIME
GPT-5.4 Nano
GPT-5.4 Nano leads, 88.8% against 25.2%.
Same board, both measured
Knowledge
MMLU Pro
Llama 4 Maverick
Llama 4 Maverick leads, 79.4% against 77.2%.
Same board, both measured
Web design
Design Arena: websites
No call
Only Llama 4 Maverick has a Design Arena: websites result, 871.
Directional only
Long documents
Listed context window
Llama 4 Maverick
Llama 4 Maverick takes 524K tokens against 400K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
GPT-5.4 Nano
GPT-5.4 Nano $0.0008, Llama 4 Maverick $0.0008 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
GPT-5.4 Nano
GPT-5.4 Nano $0.14, Llama 4 Maverick $1.491.
Published attempt cost and pass rate
At a glance
- Coding index
- GPT-5.4 Nano 44.8 from 2 benchmarks, Llama 4 Maverick not benchmarked.
- Widest category
- Agentic work, 36.8 points apart on average over 2 shared benchmarks.
- Widest single gap
- AIME: GPT-5.4 Nano 88.8% against Llama 4 Maverick 25.2%, 63.5 points apart on a 0 to 100 scale.
- Output price
- GPT-5.4 Nano $1.25 against Llama 4 Maverick $1.00 per million output tokens, 1.3x apart.
- Context window
- GPT-5.4 Nano takes 400K tokens, Llama 4 Maverick 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 | GPT-5.4 Nano | Bars | Llama 4 Maverick | Ties |
|---|---|---|---|---|
| Coding | 8 | 0 | ||
| Intelligence | 2 | 0 | ||
| Agentic work | 2 | 0 | ||
| Reasoning | 11 | 1 | ||
| Math | 3 | 0 | ||
| Knowledge | 9 | 1 | ||
| General | 29 | 0 | ||
| All shared boards | 64 | 2 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index80
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| Aider polyglot | Not measured | 15.6% | Only Llama 4 Maverick measured |
| SWE-bench Verified | Not measured | 21.0% | Only Llama 4 Maverick measured |
| AA Coding Index | 56.1 | 16.3 | GPT-5.4 Nano |
| LiveCodeBench (Vals AI) | 84.0% | 47.3% | GPT-5.4 Nano |
| SWE-bench Verified (Vals AI) | 69.8% | Not measured | Only GPT-5.4 Nano measured |
| Vibe Code Bench (Vals AI) | 26.1% | Not measured | Only GPT-5.4 Nano measured |
| Code migration (Vals AI) | 14.5% | Not measured | Only GPT-5.4 Nano measured |
| Terminal-Bench 2.1 (Vals AI) | 41.6% | Not measured | Only GPT-5.4 Nano measured |
| LiveCodeBench (Artificial Analysis run) | Not measured | 39.7% | Only Llama 4 Maverick measured |
| SciCode | 47.2% | 31.7% | GPT-5.4 Nano |
| Terminal-Bench Hard (Artificial Analysis run) | 42.4% | 6.8% | GPT-5.4 Nano |
| WeirdML | 49.2% | 24.5% | GPT-5.4 Nano |
| ALE-Bench | 1004.5 | 173.0 | GPT-5.4 Nano |
| LMArena Text: coding | 1404 | 1301 | GPT-5.4 Nano |
| LMArena Text: software and IT | 1402 | 1299 | GPT-5.4 Nano |
| Neither model has a result on the other 24 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| AA Intelligence Index | 20.7 | 9.3 | GPT-5.4 Nano |
| Epoch Capabilities Index | 146.0 | 132.2 | GPT-5.4 Nano |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| AA Agentic Index | 16.0 | 0.6 | GPT-5.4 Nano |
| Finance Agent (Vals AI) | 38.2% | Not measured | Only GPT-5.4 Nano measured |
| Tax Agent Bench (Vals AI) | 5.0% | Not measured | Only GPT-5.4 Nano measured |
| Legal Research Bench (Vals AI) | 6.3% | Not measured | Only GPT-5.4 Nano measured |
| Excel Modeling Benchmark (Vals AI) | 44.8% | Not measured | Only GPT-5.4 Nano measured |
| τ²-Bench Telecom | 76.0% | 17.8% | GPT-5.4 Nano |
| Neither model has a result on the other 35 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index111
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| GPQA Diamond | 77.5% | 69.4% | GPT-5.4 Nano |
| MMMU Pro (Vals AI) | 73.6% | 71.7% | GPT-5.4 Nano |
| GPQA Diamond (Artificial Analysis run) | 81.7% | 67.1% | GPT-5.4 Nano |
| Humanity's Last Exam (Artificial Analysis run) | 28.3% | 4.9% | GPT-5.4 Nano |
| GPQA Diamond (Epoch AI run) | 78.5% | Not measured | Only GPT-5.4 Nano measured |
| ARC-AGI | 51.5% | 4.4% | GPT-5.4 Nano |
| ARC-AGI-2 | 5.7% | 0.0% | GPT-5.4 Nano |
| SimpleBench | Not measured | 27.7% | Only Llama 4 Maverick measured |
| Chess puzzles | 45.0% | Not measured | Only GPT-5.4 Nano measured |
| Mystery game puzzles | 9.0% | Not measured | Only GPT-5.4 Nano measured |
| LMArena Text: hard prompts | 1381 | 1281 | GPT-5.4 Nano |
| LMArena Text: expert | 1396 | 1259 | GPT-5.4 Nano |
| LMArena Text: hard prompts in English | 1387 | 1295 | GPT-5.4 Nano |
| LMArena Vision: diagrams | 1210 | 1134 | GPT-5.4 Nano |
| LMArena Vision: homework | 1225 | 1164 | GPT-5.4 Nano |
| Kagi LLM Benchmark | 39.7% | 55.9% | Llama 4 Maverick |
| Neither model has a result on the other 6 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index30
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| AIME | 88.8% | 25.2% | GPT-5.4 Nano |
| MATH 500 (Vals AI) | Not measured | 85.2% | Only Llama 4 Maverick measured |
| MGSM (Vals AI) | Not measured | 92.4% | Only Llama 4 Maverick measured |
| AA Math Index | Not measured | 19.3 | Only Llama 4 Maverick measured |
| AIME 2025 (Artificial Analysis run) | Not measured | 19.3% | Only Llama 4 Maverick measured |
| OTIS Mock AIME | 87.8% | Not measured | Only GPT-5.4 Nano measured |
| FrontierMath, tiers 1 to 3 | 44.9% | Not measured | Only GPT-5.4 Nano measured |
| FrontierMath, tier 4 | 12.2% | Not measured | Only GPT-5.4 Nano measured |
| ProofBench | 5.0% | Not measured | Only GPT-5.4 Nano measured |
| LMArena Text: math | 1405 | 1299 | GPT-5.4 Nano |
| LMArena Text: mathematical work | 1409 | 1295 | GPT-5.4 Nano |
| Neither model has a result on the other 2 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index91
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| MMLU Pro | 77.2% | 79.4% | Llama 4 Maverick |
| LegalBench (Vals AI) | 77.9% | 77.8% | GPT-5.4 Nano |
| CaseLaw (Vals AI) | 51.9% | Not measured | Only GPT-5.4 Nano measured |
| CorpFin (Vals AI) | 61.2% | 49.7% | GPT-5.4 Nano |
| TaxEval (Vals AI) | 67.4% | 66.6% | GPT-5.4 Nano |
| MortgageTax (Vals AI) | 59.1% | 58.5% | GPT-5.4 Nano |
| MedQA (Vals AI) | Not measured | 43.3% | Only Llama 4 Maverick measured |
| MedCode (Vals AI) | 41.0% | 36.5% | GPT-5.4 Nano |
| MMLU Pro (Artificial Analysis run) | Not measured | 80.9% | Only Llama 4 Maverick measured |
| SimpleQA Verified | 11.7% | Not measured | Only GPT-5.4 Nano measured |
| GeoBench | Not measured | 52.0% | Only Llama 4 Maverick measured |
| LMArena Text: science | 1374 | 1288 | GPT-5.4 Nano |
| LMArena Text: medicine and healthcare | 1369 | 1275 | GPT-5.4 Nano |
| LMArena Text: legal and government | 1368 | 1286 | GPT-5.4 Nano |
| LMArena Text: business and finance | 1366 | 1260 | GPT-5.4 Nano |
| Neither model has a result on the other 3 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index6 boards, none shared
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| Design Arena: websites | Not measured | 871 | Only Llama 4 Maverick measured |
| Design Arena: UI components | Not measured | 896 | Only Llama 4 Maverick measured |
| Design Arena: game dev | Not measured | 837 | Only Llama 4 Maverick measured |
| Design Arena: data viz | Not measured | 882 | Only Llama 4 Maverick measured |
| Design Arena: 3D | Not measured | 900 | Only Llama 4 Maverick measured |
| Design Arena: all code categories | Not measured | 879 | Only Llama 4 Maverick measured |
| Neither model has a result on the other 3 boards here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index290
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | Leader |
|---|---|---|---|
| SAGE (Vals AI) | 38.1% | 35.7% | GPT-5.4 Nano |
| MedScribe (Vals AI) | 77.1% | 54.2% | GPT-5.4 Nano |
| Vals Multimodal Index | 47.6% | Not measured | Only GPT-5.4 Nano measured |
| IFBench | 75.9% | 43.0% | GPT-5.4 Nano |
| Long context reasoning (AA-LCR) | 76.7% | 50.0% | GPT-5.4 Nano |
| DTBench | 80.3% | 61.9% | GPT-5.4 Nano |
| LMCA | 36.9% | 15.9% | GPT-5.4 Nano |
| Fiction.LiveBench | Not measured | 46.2% | Only Llama 4 Maverick measured |
| Creative writing (Lech Mazur) | Not measured | 62.0% | Only Llama 4 Maverick measured |
| LMArena Text | 1372 | 1287 | GPT-5.4 Nano |
| LMArena Text: instruction following | 1362 | 1267 | GPT-5.4 Nano |
| LMArena Text: creative writing | 1315 | 1266 | GPT-5.4 Nano |
| LMArena Vision | 1196 | 1142 | GPT-5.4 Nano |
| LMArena Text: English | 1381 | 1303 | GPT-5.4 Nano |
| LMArena Text: non-English | 1359 | 1269 | GPT-5.4 Nano |
| LMArena Text: Chinese | 1391 | 1277 | GPT-5.4 Nano |
| LMArena Text: German | 1368 | 1291 | GPT-5.4 Nano |
| LMArena Text: Japanese | 1343 | 1206 | GPT-5.4 Nano |
| LMArena Text: Korean | 1321 | 1203 | GPT-5.4 Nano |
| LMArena Text: French | 1395 | 1259 | GPT-5.4 Nano |
| LMArena Text: Spanish | 1371 | 1293 | GPT-5.4 Nano |
| LMArena Text: Russian | 1363 | 1286 | GPT-5.4 Nano |
| LMArena Text: Polish | 1366 | 1275 | GPT-5.4 Nano |
| LMArena Text: multi-turn | 1382 | 1289 | GPT-5.4 Nano |
| LMArena Text: longer queries | 1365 | 1280 | GPT-5.4 Nano |
| LMArena Text: writing and language | 1338 | 1277 | GPT-5.4 Nano |
| LMArena Text: entertainment and media | 1325 | 1250 | GPT-5.4 Nano |
| LMArena Vision: English | 1202 | 1150 | GPT-5.4 Nano |
| LMArena Vision: Chinese | 1232 | 1141 | GPT-5.4 Nano |
| LMArena Vision: reading text | 1204 | 1143 | GPT-5.4 Nano |
| LMArena Vision: humor | 1161 | 1100 | GPT-5.4 Nano |
| LMArena Vision: recognizing things | 1141 | Not measured | Only GPT-5.4 Nano measured |
| LMArena Vision: creative writing | 1159 | 1099 | GPT-5.4 Nano |
| Neither model has a result on the other 13 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | GPT-5.4 Nano | Llama 4 Maverick | 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
GPT-5.4 Nano costs less
Repository review
50K input + 3K output tokens
GPT-5.4 Nano costs less
Agent loop
200K input + 10K output tokens
GPT-5.4 Nano 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 Nano | Meta Llama 4 Maverick |
|---|---|---|
| Maker | OpenAI | Meta Llama |
| Weights | No public weights listed | Open weights |
| Released | March 17, 2026 | April 5, 2025 |
| Context window | 400K | 524K |
| Input $/Mtok | $0.20 | $0.35 |
| Output $/Mtok | $1.25 | $1.00 |
| Coding index | 44.8 | Not benchmarked |
| Independent measurements behind it | 2 | 0 |
| Cost per solved task | $0.14 | $1.491 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is GPT-5.4 Nano better than Llama 4 Maverick for coding?
Only GPT-5.4 Nano has a coding score, 44.8 on the Vibe Coding Index; Llama 4 Maverick has none, so the two cannot be ranked on coding. Pick Llama 4 Maverick for output tokens 1.3x cheaper ($1.00 vs $1.25 per million) and a larger context window (524K against 400K tokens).
Which is cheaper, GPT-5.4 Nano or Llama 4 Maverick?
GPT-5.4 Nano costs $0.20 per million input tokens and $1.25 per million output tokens; Llama 4 Maverick costs $0.35 and $1.00. Per solved SWE-bench Verified task, GPT-5.4 Nano costs $0.14 and Llama 4 Maverick $1.491.
Which has the bigger context window, GPT-5.4 Nano or Llama 4 Maverick?
Llama 4 Maverick, with 524K tokens against 400K.
How many benchmarks is the GPT-5.4 Nano vs Llama 4 Maverick comparison based on?
66 benchmarks have a result for both models as of October 22, 2026. GPT-5.4 Nano's coding index rests on 2 independent benchmarks and Llama 4 Maverick's on 0. Where only one model has a result, the page says so instead of naming a winner.