Enter opens the highlighted result. Esc closes.

Nova Micro 1.0 vs Muse Spark Open

Updated October 21, 2026. 3 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

Nova Micro 1.0Amazon
Coding
No data
Overall
5.9
Output $/M
$0.14
0
Muse Spark OpenMeta
Coding
47.4
Overall
No data
Output $/M
$4.25
3
vs boards won of 3 shared

Decision reading

Only Muse Spark Open has a coding score, 47.4 on the Vibe Coding Index; Nova Micro 1.0 has none, so the two cannot be ranked on coding.

Nova Micro 1.0 has the edge where output tokens cost 30.4x less.

Shared results
3
Nova Micro 1.0 only
36
Muse Spark Open only
23
Like-for-like categories
2 of 9

Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.

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
Nova Micro 1.0 not benchmarked, Muse Spark Open 47.4 from 4 benchmarks.
Widest category
General, 65.3 points apart on average over 1 shared benchmark.
Widest single gap
Long context reasoning (AA-LCR): Nova Micro 1.0 13.0% against Muse Spark Open 78.3%, 65.3 points apart on a 0 to 100 scale.
Output price
Nova Micro 1.0 $0.14 against Muse Spark Open $4.25 per million output tokens, 30.4x apart.
Context window
Nova Micro 1.0 takes 128K tokens, Muse Spark Open 1.05M.

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
CategoryNova Micro 1.0BarsMuse Spark OpenTies
Reasoning02
General01
All shared boards03
CodingDirectional onlySix of these boards feed the Vibe Coding Index13 boards, none shared
Coding benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
LiveBench codingNot measured73.6%Only Muse Spark Open measured
LMArena WebDevNot measured1528Only Muse Spark Open measured
Terminal-Bench 4 (Vals AI)Not measured6.6%Only Muse Spark Open measured
Vibe Code Bench (Vals AI)Not measured76.2%Only Muse Spark Open measured
Code migration (Vals AI)Not measured21.2%Only Muse Spark Open measured
LiveCodeBench (Artificial Analysis run)14.0%Not measuredOnly Nova Micro 1.0 measured
SciCodeNot measured58.4%Only Muse Spark Open measured
Terminal-Bench Hard (Artificial Analysis run)1.5%Not measuredOnly Nova Micro 1.0 measured
ALE-BenchNot measured1590.1Only Muse Spark Open measured
LMArena Text: coding1218Not measuredOnly Nova Micro 1.0 measured
LMArena Text: software and IT1215Not measuredOnly Nova Micro 1.0 measured
LMArena WebDev: ReactNot measured1529Only Muse Spark Open measured
LMArena WebDev: HTMLNot measured1495Only Muse Spark Open measured
Neither model has a result on the other 25 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
Intelligence benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
AA Intelligence Index5.9Not measuredOnly Nova Micro 1.0 measured
Epoch Capabilities IndexNot measured155.1Only Muse Spark Open measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index9 boards, none shared
Agentic work benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
LiveBench researchNot measured80.3%Only Muse Spark Open measured
LiveBench browserNot measured36.0%Only Muse Spark Open measured
LiveBench long agenticNot measured18.9%Only Muse Spark Open measured
Finance Agent (Vals AI)Not measured61.3%Only Muse Spark Open measured
Tax Agent Bench (Vals AI)Not measured26.3%Only Muse Spark Open measured
Legal Research Bench (Vals AI)Not measured38.5%Only Muse Spark Open measured
Excel Modeling Benchmark (Vals AI)Not measured53.7%Only Muse Spark Open measured
τ²-Bench Telecom14.0%Not measuredOnly Nova Micro 1.0 measured
APEX-AgentsNot measured33.4%Only Muse Spark Open measured
Neither model has a result on the other 30 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index02
Reasoning benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
LiveBench reasoningNot measured73.7%Only Muse Spark Open measured
GPQA Diamond (Artificial Analysis run)35.8%89.0%Muse Spark Open
Humanity's Last Exam (Artificial Analysis run)4.6%43.9%Muse Spark Open
LMArena Text: hard prompts1191Not measuredOnly Nova Micro 1.0 measured
LMArena Text: expert1183Not measuredOnly Nova Micro 1.0 measured
LMArena Text: hard prompts in English1203Not measuredOnly Nova Micro 1.0 measured
Neither model has a result on the other 15 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index4 boards, none shared
Math benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
AA Math Index6.0Not measuredOnly Nova Micro 1.0 measured
AIME 2025 (Artificial Analysis run)6.0%Not measuredOnly Nova Micro 1.0 measured
LMArena Text: math1206Not measuredOnly Nova Micro 1.0 measured
LMArena Text: mathematical work1212Not measuredOnly Nova Micro 1.0 measured
Neither model has a result on the other 9 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index6 boards, none shared
Knowledge benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
MMLU Pro (Artificial Analysis run)53.1%Not measuredOnly Nova Micro 1.0 measured
MMLU70.8%Not measuredOnly Nova Micro 1.0 measured
LMArena Text: science1210Not measuredOnly Nova Micro 1.0 measured
LMArena Text: medicine and healthcare1207Not measuredOnly Nova Micro 1.0 measured
LMArena Text: legal and government1221Not measuredOnly Nova Micro 1.0 measured
LMArena Text: business and finance1182Not measuredOnly Nova Micro 1.0 measured
Neither model has a result on the other 11 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index3 boards, none shared
Web design benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
Design Arena: websitesNot measured1313Only Muse Spark Open measured
Design Arena: game devNot measured1303Only Muse Spark Open measured
LiveBench designNot measured60.3%Only Muse Spark Open measured
Neither model has a result on the other 6 boards here
GeneralLike-for-likePublic boards, shown as published, kept out of the index01
General benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
LiveBench data analysisNot measured60.2%Only Muse Spark Open measured
IFBench29.4%Not measuredOnly Nova Micro 1.0 measured
Long context reasoning (AA-LCR)13.0%78.3%Muse Spark Open
LMArena Text1208Not measuredOnly Nova Micro 1.0 measured
LMArena Text: instruction following1174Not measuredOnly Nova Micro 1.0 measured
LMArena Text: creative writing1172Not measuredOnly Nova Micro 1.0 measured
LMArena Text: English1224Not measuredOnly Nova Micro 1.0 measured
LMArena Text: non-English1186Not measuredOnly Nova Micro 1.0 measured
LMArena Text: Chinese1209Not measuredOnly Nova Micro 1.0 measured
LMArena Text: German1192Not measuredOnly Nova Micro 1.0 measured
LMArena Text: Japanese1154Not measuredOnly Nova Micro 1.0 measured
LMArena Text: Korean1150Not measuredOnly Nova Micro 1.0 measured
LMArena Text: French1238Not measuredOnly Nova Micro 1.0 measured
LMArena Text: Spanish1225Not measuredOnly Nova Micro 1.0 measured
LMArena Text: Russian1185Not measuredOnly Nova Micro 1.0 measured
LMArena Text: multi-turn1178Not measuredOnly Nova Micro 1.0 measured
LMArena Text: longer queries1205Not measuredOnly Nova Micro 1.0 measured
LMArena Text: writing and language1192Not measuredOnly Nova Micro 1.0 measured
LMArena Text: entertainment and media1163Not measuredOnly Nova Micro 1.0 measured
Neither model has a result on the other 27 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Nova Micro 1.0 and Muse Spark Open
BenchmarkNova Micro 1.0Muse Spark OpenLeader
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

Nova Micro 1.0$0.0001Fits in one request
Muse Spark Open$0.0034Fits in one request

Nova Micro 1.0 costs less

Repository review

50K input + 3K output tokens

Nova Micro 1.0$0.0022Fits in one request
Muse Spark Open$0.075Fits in one request

Nova Micro 1.0 costs less

Agent loop

200K input + 10K output tokens

Nova Micro 1.0$0.0084Exceeds the context window
Muse Spark Open$0.292Fits in one request

Nova Micro 1.0 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 Nova Micro 1.0 and Muse Spark Open
SpecificationAmazon Nova Micro 1.0Meta Muse Spark Open
MakerAmazonMeta
WeightsNo public weights listedOpen weights
ReleasedDecember 5, 2024October 15, 2026
Context window128K1.05M
Input $/Mtok$0.035$1.25
Output $/Mtok$0.14$4.25
Coding indexNot benchmarked47.4
Independent measurements behind it04
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Nova Micro 1.0 better than Muse Spark Open for coding?

Only Muse Spark Open has a coding score, 47.4 on the Vibe Coding Index; Nova Micro 1.0 has none, so the two cannot be ranked on coding. Nova Micro 1.0 has the edge where output tokens cost 30.4x less.

Which is cheaper, Nova Micro 1.0 or Muse Spark Open?

Nova Micro 1.0 costs $0.035 per million input tokens and $0.14 per million output tokens; Muse Spark Open costs $1.25 and $4.25. Cost per solved task is known for neither of them.

Which has the bigger context window, Nova Micro 1.0 or Muse Spark Open?

Muse Spark Open, with 1.05M tokens against 128K.

How many benchmarks is the Nova Micro 1.0 vs Muse Spark Open comparison based on?

3 benchmarks have a result for both models as of October 21, 2026. Nova Micro 1.0's coding index rests on 0 independent benchmarks and Muse Spark Open's on 4. Where only one model has a result, the page says so instead of naming a winner.

Compare next