How do Muse Spark 1.1 and Inkling compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, DeepSWE, and coding agent index scores for both Muse Spark 1.1 and Inkling when publicly disclosed.

LLM Comparison

Muse Spark 1.1 vs Inkling: benchmark scores, pricing & comparison.

Q: Which is better: Muse Spark 1.1 or Inkling?

AskClash compares Muse Spark 1.1 and Inkling side by side across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, and context window so you can see which model wins on each benchmark.

Side-by-side Muse Spark 1.1 vs Inkling comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.

Open live leaderboard Muse Spark 1.1 model page Inkling model page

Rank #6 vs #27AskClash overall scores 77.7 vs 50.7.

Pricing $1.25/$4.25 vs $1.87/$4.68Input and output token prices per 1M tokens when published.

Proprietary vs Open WeightMeta vs Thinking Machines Lab.

Muse Spark 1.1 vs Inkling benchmark comparison

Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.

Metric	Muse Spark 1.1	Inkling
Overall Score	77.7	50.7
Leaderboard Rank	#6	#27
RWT	7.5	—
HLE	62.1	46.0
GPQA	—	87.9
IFEval	—	79.8
SWE-bench	—	77.6
SWE-Pro	61.5	—
Terminal-Bench	80.0	63.8
OSWorld	80.8	—
MCP Atlas	88.1	74.1
Finance Agent	57.2	—
CharXiv	88.4	82.0
MMMU-Pro	—	73.5
MRCR	54.1	—
Input Price (per 1M tokens)	$1.25	$1.87
Output Price (per 1M tokens)	$4.25	$4.68
Context Window	1M	1M
Benchmarks Published	9	8

Muse Spark 1.1 vs Inkling head-to-head charts

Muse Spark 1.1 leads 5 and Inkling leads 0 of 5 shared benchmarks. Muse Spark 1.1 is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

Muse Spark 1.1Inkling

Overall

77.7Muse Spark 1.1

50.7Inkling

HLE

62.1Muse Spark 1.1

46.0Inkling

Terminal-Bench

80.0Muse Spark 1.1

63.8Inkling

MCP Atlas

88.1Muse Spark 1.1

74.1Inkling

CharXiv

88.4Muse Spark 1.1

82.0Inkling

Muse Spark 1.1

Input$1.25

Output$4.25

Workload$2.10

Context1M

Inkling

Input$1.87

Output$4.68

Workload$2.81

Context1M

Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.

More Muse Spark 1.1 and Inkling comparisons

Explore how Muse Spark 1.1 and Inkling stack up against other top-ranked LLMs.

Claude Fable 5 vs Muse Spark 1.1 Claude Fable 5 vs Inkling GPT-5.6 Sol vs Muse Spark 1.1 GPT-5.6 Sol vs Inkling Claude Opus 4.8 vs Muse Spark 1.1 Claude Opus 4.8 vs Inkling Grok 4.5 vs Muse Spark 1.1 Grok 4.5 vs Inkling GPT-5.5 vs Muse Spark 1.1 GPT-5.5 vs Inkling

How to read this comparison

Benchmark scores

Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.

Token pricing

Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.

Coverage matters

Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.

This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.