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Muse Spark 1.3 vs Nemotron 3.5 Lightning

Muse Spark 1.3 leads Nemotron 3.5 Lightning on coding, 57.4 to 22.6 on the Vibe Coding Index, and Nemotron 3.5 Lightning costs 28.9x less per output token ($0.147 vs $4.25 per million). Updated October 22, 2026; 17 benchmarks have a result for both.

Muse Spark 1.3Meta
Coding
57.4
Overall
68.6
Output $/M
$4.25
17
Nemotron 3.5 LightningNVIDIA
Coding
22.6
Overall
No data
Output $/M
$0.147
0
vs boards won of 17 shared

Muse Spark 1.3 or Nemotron 3.5 Lightning: which to pick

Pick Muse Spark 1.3 for coding: it scores 57.4 on the Vibe Coding Index against 22.6 for Nemotron 3.5 Lightning.

Pick Nemotron 3.5 Lightning for output tokens 28.9x cheaper ($0.147 vs $4.25 per million).

Shared results
17
Muse Spark 1.3 only
75
Nemotron 3.5 Lightning only
3
Like-for-like categories
5 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
Muse Spark 1.3 57.4 from 4 benchmarks, Nemotron 3.5 Lightning 22.6 from 2 benchmarks.
Widest category
Agentic work, 41.9 points apart on average over 5 shared benchmarks.
Widest single gap
Vibe Code Bench (Vals AI): Muse Spark 1.3 82.9% against Nemotron 3.5 Lightning 0.0%, 82.9 points apart on a 0 to 100 scale.
Output price
Muse Spark 1.3 $4.25 against Nemotron 3.5 Lightning $0.147 per million output tokens, 28.9x apart.
Context window
Muse Spark 1.3 takes 1.05M tokens, Nemotron 3.5 Lightning 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.

Boards won, where both have a result
CategoryMuse Spark 1.3BarsNemotron 3.5 LightningTies
Coding80
Intelligence10
Agentic work50
Reasoning20
General10
All shared boards170
CodingLike-for-likeSix of these boards feed the Vibe Coding Index80
Coding benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
LiveBench coding90.2%Not measuredOnly Muse Spark 1.3 measured
LMArena WebDev1659Not measuredOnly Muse Spark 1.3 measured
AA Coding Index75.826.8Muse Spark 1.3
SWE-bench Verified (Vals AI)Not measured52.8%Only Nemotron 3.5 Lightning measured
Terminal-Bench 4 (Vals AI)10.6%Not measuredOnly Muse Spark 1.3 measured
Vibe Code Bench (Vals AI)82.9%0.0%Muse Spark 1.3
Code migration (Vals AI)27.6%3.0%Muse Spark 1.3
ProgramBench (Vals AI)0.5%0.0%Muse Spark 1.3
IOI (Vals AI)43.9%Not measuredOnly Muse Spark 1.3 measured
Terminal-Bench 2.1 (Vals AI)72.3%10.9%Muse Spark 1.3
CyberBench (Vals AI)69.4%29.5%Muse Spark 1.3
SciCode59.7%32.1%Muse Spark 1.3
FrontierSWE25.8%Not measuredOnly Muse Spark 1.3 measured
ALE-Bench1688.3769.2Muse Spark 1.3
LMArena Text: coding1510Not measuredOnly Muse Spark 1.3 measured
LMArena Text: software and IT1511Not measuredOnly Muse Spark 1.3 measured
LMArena WebDev: React1672Not measuredOnly Muse Spark 1.3 measured
LMArena WebDev: HTML1653Not measuredOnly Muse Spark 1.3 measured
LMArena WebDev: from an image1640Not measuredOnly Muse Spark 1.3 measured
Neither model has a result on the other 20 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
Intelligence benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
AA Intelligence Index48.112.9Muse Spark 1.3
Epoch Capabilities Index157.2Not measuredOnly Muse Spark 1.3 measured
Agentic workLike-for-likePublic boards, shown as published, kept out of the index50
Agentic work benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
AA Agentic Index55.53.5Muse Spark 1.3
Design Arena: agents building web apps1297Not measuredOnly Muse Spark 1.3 measured
Design Arena: agents building full-stack apps1295Not measuredOnly Muse Spark 1.3 measured
Design Arena: agents building mobile apps1216Not measuredOnly Muse Spark 1.3 measured
Design Arena: agents building Godot games1241Not measuredOnly Muse Spark 1.3 measured
Design Arena: PowerPoint slides1220Not measuredOnly Muse Spark 1.3 measured
Design Arena: spreadsheets1076Not measuredOnly Muse Spark 1.3 measured
LiveBench research68.6%Not measuredOnly Muse Spark 1.3 measured
LiveBench browser80.0%Not measuredOnly Muse Spark 1.3 measured
LiveBench long agentic40.4%Not measuredOnly Muse Spark 1.3 measured
Finance Agent (Vals AI)58.9%18.5%Muse Spark 1.3
Tax Agent Bench (Vals AI)36.0%2.6%Muse Spark 1.3
Legal Research Bench (Vals AI)40.9%2.9%Muse Spark 1.3
Excel Modeling Benchmark (Vals AI)62.7%17.0%Muse Spark 1.3
Terminal-Bench-Science (Vals AI)4.3%Not measuredOnly Muse Spark 1.3 measured
APEX-Agents58.6%Not measuredOnly Muse Spark 1.3 measured
Neither model has a result on the other 25 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index20
Reasoning benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
LiveBench reasoning89.7%Not measuredOnly Muse Spark 1.3 measured
GPQA Diamond (Artificial Analysis run)94.1%74.3%Muse Spark 1.3
Humanity's Last Exam (Artificial Analysis run)48.7%10.6%Muse Spark 1.3
Chess puzzles37.0%Not measuredOnly Muse Spark 1.3 measured
Mystery game puzzles25.0%Not measuredOnly Muse Spark 1.3 measured
LMArena Text: hard prompts1503Not measuredOnly Muse Spark 1.3 measured
LMArena Text: expert1519Not measuredOnly Muse Spark 1.3 measured
LMArena Text: hard prompts in English1500Not measuredOnly Muse Spark 1.3 measured
LMArena Vision: diagrams1330Not measuredOnly Muse Spark 1.3 measured
LMArena Vision: homework1296Not measuredOnly Muse Spark 1.3 measured
Neither model has a result on the other 12 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index6 boards, none shared
Math benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
OTIS Mock AIME99.2%Not measuredOnly Muse Spark 1.3 measured
FrontierMath, tiers 1 to 374.4%Not measuredOnly Muse Spark 1.3 measured
FrontierMath, tier 446.3%Not measuredOnly Muse Spark 1.3 measured
ProofBench58.0%Not measuredOnly Muse Spark 1.3 measured
LMArena Text: math1497Not measuredOnly Muse Spark 1.3 measured
LMArena Text: mathematical work1491Not measuredOnly Muse Spark 1.3 measured
Neither model has a result on the other 7 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
Knowledge benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
CorpFin (Vals AI)Not measured54.2%Only Nemotron 3.5 Lightning measured
LMArena Text: science1507Not measuredOnly Muse Spark 1.3 measured
LMArena Text: medicine and healthcare1493Not measuredOnly Muse Spark 1.3 measured
LMArena Text: legal and government1499Not measuredOnly Muse Spark 1.3 measured
LMArena Text: business and finance1490Not measuredOnly Muse Spark 1.3 measured
Neither model has a result on the other 13 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index9 boards, none shared
Web design benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
Design Arena: websites1356Not measuredOnly Muse Spark 1.3 measured
Design Arena: UI components1350Not measuredOnly Muse Spark 1.3 measured
Design Arena: game dev1328Not measuredOnly Muse Spark 1.3 measured
Design Arena: data viz1344Not measuredOnly Muse Spark 1.3 measured
Design Arena: 3D1358Not measuredOnly Muse Spark 1.3 measured
Design Arena: all code categories1352Not measuredOnly Muse Spark 1.3 measured
Design Arena: SVG1301Not measuredOnly Muse Spark 1.3 measured
Design Arena: ASCII art1280Not measuredOnly Muse Spark 1.3 measured
LiveBench design74.8%Not measuredOnly Muse Spark 1.3 measured
GeneralLike-for-likePublic boards, shown as published, kept out of the index10
General benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
LiveBench data analysis79.6%Not measuredOnly Muse Spark 1.3 measured
MedScribe (Vals AI)Not measured4.3%Only Nemotron 3.5 Lightning measured
Long context reasoning (AA-LCR)83.0%60.3%Muse Spark 1.3
DTBench96.5%Not measuredOnly Muse Spark 1.3 measured
LMCA53.9%Not measuredOnly Muse Spark 1.3 measured
LMArena Text1490Not measuredOnly Muse Spark 1.3 measured
LMArena Text: instruction following1479Not measuredOnly Muse Spark 1.3 measured
LMArena Text: creative writing1462Not measuredOnly Muse Spark 1.3 measured
LMArena Vision1308Not measuredOnly Muse Spark 1.3 measured
LMArena Text: English1495Not measuredOnly Muse Spark 1.3 measured
LMArena Text: non-English1481Not measuredOnly Muse Spark 1.3 measured
LMArena Text: Chinese1532Not measuredOnly Muse Spark 1.3 measured
LMArena Text: German1513Not measuredOnly Muse Spark 1.3 measured
LMArena Text: Japanese1470Not measuredOnly Muse Spark 1.3 measured
LMArena Text: Korean1490Not measuredOnly Muse Spark 1.3 measured
LMArena Text: French1511Not measuredOnly Muse Spark 1.3 measured
LMArena Text: Spanish1496Not measuredOnly Muse Spark 1.3 measured
LMArena Text: Russian1491Not measuredOnly Muse Spark 1.3 measured
LMArena Text: Polish1490Not measuredOnly Muse Spark 1.3 measured
LMArena Text: multi-turn1487Not measuredOnly Muse Spark 1.3 measured
LMArena Text: longer queries1488Not measuredOnly Muse Spark 1.3 measured
LMArena Text: writing and language1470Not measuredOnly Muse Spark 1.3 measured
LMArena Text: entertainment and media1457Not measuredOnly Muse Spark 1.3 measured
LMArena Vision: English1298Not measuredOnly Muse Spark 1.3 measured
LMArena Vision: Chinese1384Not measuredOnly Muse Spark 1.3 measured
LMArena Vision: reading text1319Not measuredOnly Muse Spark 1.3 measured
LMArena Vision: humor1293Not measuredOnly Muse Spark 1.3 measured
LMArena Vision: creative writing1296Not measuredOnly Muse Spark 1.3 measured
Neither model has a result on the other 18 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Muse Spark 1.3 and Nemotron 3.5 Lightning
BenchmarkMuse Spark 1.3Nemotron 3.5 LightningLeader
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

Muse Spark 1.3$0.0034Fits in one request
Nemotron 3.5 Lightning$0.0001Fits in one request

Nemotron 3.5 Lightning costs less

Repository review

50K input + 3K output tokens

Muse Spark 1.3$0.075Fits in one request
Nemotron 3.5 Lightning$0.0031Fits in one request

Nemotron 3.5 Lightning costs less

Agent loop

200K input + 10K output tokens

Muse Spark 1.3$0.292Fits in one request
Nemotron 3.5 Lightning$0.012Fits in one request

Nemotron 3.5 Lightning 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 Muse Spark 1.3 and Nemotron 3.5 Lightning
SpecificationMeta Muse Spark 1.3NVIDIA Nemotron 3.5 Lightning
MakerMetaNVIDIA
WeightsNo public weights listedOpen weights
ReleasedSeptember 2, 2026August 11, 2026
Context window1.05M262K
Input $/Mtok$1.25$0.0534
Output $/Mtok$4.25$0.147
Coding index57.422.6
Independent measurements behind it42
Cost per solved taskNot computable$0.06
SourceOpenRouter listingOpenRouter listing

Questions

Is Muse Spark 1.3 better than Nemotron 3.5 Lightning for coding?

Pick Muse Spark 1.3 for coding: it scores 57.4 on the Vibe Coding Index against 22.6 for Nemotron 3.5 Lightning. Pick Nemotron 3.5 Lightning for output tokens 28.9x cheaper ($0.147 vs $4.25 per million).

Which is cheaper, Muse Spark 1.3 or Nemotron 3.5 Lightning?

Muse Spark 1.3 costs $1.25 per million input tokens and $4.25 per million output tokens; Nemotron 3.5 Lightning costs $0.0534 and $0.147. Cost per solved task is known for Nemotron 3.5 Lightning only.

Which has the bigger context window, Muse Spark 1.3 or Nemotron 3.5 Lightning?

Muse Spark 1.3, with 1.05M tokens against 262K.

How many benchmarks is the Muse Spark 1.3 vs Nemotron 3.5 Lightning comparison based on?

17 benchmarks have a result for both models as of October 22, 2026. Muse Spark 1.3's coding index rests on 4 independent benchmarks and Nemotron 3.5 Lightning's on 2. Where only one model has a result, the page says so instead of naming a winner.

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<p style="font:13px/1.4 sans-serif;margin:6px 0 0">Source: <a href="https://llmbenchmark.ai/compare/meta-muse-spark-1-3-vs-nvidia-nemotron-3-5-lightning">LLMBenchmark.ai, Muse Spark 1.3 vs Nemotron 3.5 Lightning</a></p>