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Muse Spark 1.3 Contributor vs o1

vs
o1

OpenAI

74#134
Signal-by-Signal Comparison
SignalMuse Spark 1.3 ContributorDeltao1
Capabilities
100
--
100
Pricing
100
+60
40
Context window size
96
+11
84
Recency
100
+84
16
Output Capacity
96
+16
80
Benchmarks
0
-76
77
Overall Result
4 wins
of 6
1 wins
Muse Spark 1.3 Contributor wins 4 of 6 signals

Score History

Score History (32 data points)
Muse Spark 1.3 Contributoro1
Muse Spark 1.3 Contributor

40

current score

Leader

o1

right now

o1

74.4

current score

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

Muse Spark 1.3 Contributor

meta

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

o1

OpenAI

Per request$0.045000
Daily$150.00
Monthly$4500.00
Annual$54000.00

Muse Spark 1.3 Contributor saves you $4480.00/month

That's $53760.00/year compared to o1 at your current usage level of 100K calls/month.

100% cheaper
Choose Muse Spark 1.3 Contributor for cost optimization

Muse Spark 1.3 Contributor pricing:
Input:$0.10/M tokens
Output:$0.20/M tokens
o1 pricing:
Input:$15.00/M tokens
Output:$60.00/M tokens
Muse Spark 1.3 Contributor

meta

40

Composite Score

Winner
o1

OpenAI

74

Composite Score

Signal-by-Signal Comparison
MetricMuse Spark 1.3 Contributoro1Winner
Overall Score
40
74
o1
Rank#251#134
o1
Quality Rank#251#134
o1
Adoption Rank#251#134
o1
Parameters------
Context Window1049K200K
Muse Spark 1.3 Contributor
Pricing$0.10/$0.20/M$15.00/$60.00/M--
Signal Scores
Capabilities
100
100
Muse Spark 1.3 Contributor
Pricing
100
40
Muse Spark 1.3 Contributor
Context window size
96
84
Muse Spark 1.3 Contributor
Recency
100
16
Muse Spark 1.3 Contributor
Output Capacity
96
80
Muse Spark 1.3 Contributor
Benchmarks--
77
o1
Benchmark Head-to-Head(12 benchmarks)
Muse Spark: 0o1: 0
Muse Spark
o1
Normalized 0-100%
MMLU
-91.8%
MMLU-Pro
-80.3%
GPQA Diamond
-78%
MATH-500
-96.4%
HumanEval
-92.4%
SWE-bench Verified
-48.9%
AIME 2024
-83.3%
IFEval
-86.5%
BBH
-89%
Arena Elo
-1350
HLE
-8.12%
BigCodeBench
-32.4%
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 1.3 ContributorEntry Level

Scores 40/100 (rank #251), placing it in the top 14% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
o1Strong Performer

Scores 74/100 (rank #134), placing it in the top 54% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

o1 has a 34-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 1.3 Contributor when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1049K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose o1 when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Muse Spark 1.3 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
o1
Input cost$15.00/M tokens
Output cost$60.00/M tokens
Cost per quality point$1.008
Est. monthly (1M tokens/day)$1125.00

Muse Spark 1.3 Contributor offers 100% better value per quality point. At 1M tokens/day, you'd spend $4.50/month with Muse Spark 1.3 Contributor vs $1125.00/month with o1 - a $1120.50 monthly difference.

Latency & Speed
Muse Spark 1.3 ContributorFaster
Speed score0/100
o1
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 1.3 Contributor

Customer support chatbot

Suitable for user-facing chat with competitive response times. Muse Spark 1.3 Contributor also offers lower per-token costs for high-volume support

Muse Spark 1.3 Contributor

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

Muse Spark 1.3 Contributor

Batch data extraction

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

Muse Spark 1.3 Contributor

Creative writing & content

Higher overall composite score (74/100) correlates with better nuance, coherence, and style in long-form content

o1

Image understanding & OCR

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

Muse Spark 1.3 Contributor
Which Should You Choose?
Our recommendation:
o1

o1 clearly outperforms Muse Spark 1.3 Contributor with a significant 34.400000000000006-point lead. For most general use cases, o1 is the stronger choice. However, Muse Spark 1.3 Contributor may still excel in niche scenarios.

by meta

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 100% 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
o1
Recommended

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityMuse Spark 1.3 Contributoro1
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 1.3 Contributor

meta

Best Value
$0.4200
estimated monthly cost

o1

OpenAI

$99.00
estimated monthly cost

Muse Spark 1.3 Contributor saves you $98.58/month

That's 100% cheaper than o1 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 1.3 Contributoro1
Context Window1.0M200K
Max Output Tokens943,718100,000
Open SourceNoNo
CreatedSep 2, 2026Dec 17, 2024
Last updated: 8m ago

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Muse Spark 1.3 Contributor vs o1 (2026) | LM Market Cap