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Muse Spark 1.2 Contributor vs Grok 4.20

Signal-by-Signal Comparison
SignalMuse Spark 1.2 ContributorDeltaGrok 4.20
Capabilities
100
--
100
Pricing
100
+2
98
Context window size
96
-4
100
Recency
100
--
100
Output Capacity
96
-4
100
Benchmarks
0
-86
86
Overall Result
1 wins
of 6
3 wins
Grok 4.20 wins 3 of 6 signals

Score History

Score History (4 data points)
Muse Spark 1.2 ContributorGrok 4.20
Muse Spark 1.2 Contributor

40

current score

Leader

Grok 4.20

right now

Grok 4.20

88.8

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Muse Spark 1.2 Contributor

meta

Best Value
Per request$0.000200
Daily$0.67
Monthly$20.00
Annual$240.00

Grok 4.20

xAI

Per request$0.002500
Daily$8.33
Monthly$250.00
Annual$3000.00

Muse Spark 1.2 Contributor saves you $230.00/month

That's $2760.00/year compared to Grok 4.20 at your current usage level of 100K calls/month.

92% cheaper
Choose Muse Spark 1.2 Contributor for cost optimization

Muse Spark 1.2 Contributor pricing:
Input:$0.10/M tokens
Output:$0.20/M tokens
Grok 4.20 pricing:
Input:$1.25/M tokens
Output:$2.50/M tokens
Muse Spark 1.2 Contributor

meta

40

Composite Score

Winner
Grok 4.20

xAI

89

Composite Score

Signal-by-Signal Comparison
MetricMuse Spark 1.2 ContributorGrok 4.20Winner
Overall Score
40
89
Grok 4.20
Rank#205#34
Grok 4.20
Quality Rank#205#34
Grok 4.20
Adoption Rank#205#34
Grok 4.20
Parameters------
Context Window1049K2000K
Grok 4.20
Pricing$0.10/$0.20/M$1.25/$2.50/M--
Signal Scores
Capabilities
100
100
Muse Spark 1.2 Contributor
Pricing
100
98
Muse Spark 1.2 Contributor
Context window size
96
100
Grok 4.20
Recency
100
100
Muse Spark 1.2 Contributor
Output Capacity
96
100
Grok 4.20
Benchmarks--
86
Grok 4.20
Benchmark Head-to-Head(11 benchmarks)
Muse Spark: 0Grok 4.20: 0
Muse Spark
Grok 4.20
Normalized 0-100%
MMLU
-91.5%
MMLU-Pro
-83.5%
GPQA Diamond
-82%
MATH-500
-95%
HumanEval
-95.5%
SWE-bench Verified
-70%
AIME 2024
-88%
IFEval
-91%
BBH
-90%
Arena Elo
-1462
LiveBench
-73%
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Muse Spark 1.2 ContributorEntry Level

Scores 40/100 (rank #205), placing it in the top 30% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Grok 4.20Elite Tier

Scores 89/100 (rank #34), placing it in the top 89% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Grok 4.20 has a 49-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Muse Spark 1.2 Contributor when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Grok 4.20 when you need:

  • Processing long documents or large codebases (2000K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Muse Spark 1.2 ContributorBest Value
Input cost$0.10/M tokens
Output cost$0.20/M tokens
Cost per quality point$0.007
Est. monthly (1M tokens/day)$4.50
Grok 4.20
Input cost$1.25/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.042
Est. monthly (1M tokens/day)$56.25

Muse Spark 1.2 Contributor offers 92% better value per quality point. At 1M tokens/day, you'd spend $4.50/month with Muse Spark 1.2 Contributor vs $56.25/month with Grok 4.20 - a $51.75 monthly difference.

Latency & Speed
Muse Spark 1.2 ContributorFaster
Speed score0/100
Grok 4.20
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Muse Spark 1.2 Contributor

Customer support chatbot

Suitable for user-facing chat with competitive response times. Muse Spark 1.2 Contributor also offers lower per-token costs for high-volume support

Muse Spark 1.2 Contributor

Long document analysis

Larger context window (2000K tokens) can process longer documents, contracts, and research papers in a single pass

Grok 4.20

Batch data extraction

Lower output pricing ($0.20/M) reduces costs when processing thousands of records daily

Muse Spark 1.2 Contributor

Creative writing & content

Higher overall composite score (89/100) correlates with better nuance, coherence, and style in long-form content

Grok 4.20

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Muse Spark 1.2 Contributor
Which Should You Choose?
Our recommendation:
Grok 4.20

Grok 4.20 clearly outperforms Muse Spark 1.2 Contributor with a significant 48.8-point lead. For most general use cases, Grok 4.20 is the stronger choice. However, Muse Spark 1.2 Contributor may still excel in niche scenarios.

by meta

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 92% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale
Grok 4.20
Recommended

by xAI

Consider for specialized use cases.

Capability Comparison
CapabilityMuse Spark 1.2 ContributorGrok 4.20
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Muse Spark 1.2 Contributor

meta

Best Value
$0.4200
estimated monthly cost

Grok 4.20

xAI

$5.25
estimated monthly cost

Muse Spark 1.2 Contributor saves you $4.83/month

That's 92% cheaper than Grok 4.20 at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterMuse Spark 1.2 ContributorGrok 4.20
Context Window1.0M2M
Max Output Tokens943,7181,800,000
Open SourceNoNo
CreatedAug 21, 2026Mar 31, 2026
Last updated: 39m ago

相关对比

Muse Spark 1.2 Contributor vs Grok 4.20 (2026) | LM Market Cap