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ALLaM 1 13B Instruct vs Muse Spark 1.3 Contributor

Signal-by-Signal Comparison
SignalALLaM 1 13B InstructDeltaMuse Spark 1.3 Contributor
Capabilities
17
-83
100
Pricing
98
-2
100
Context window size
57
-38
96
Recency
10
-90
100
Output Capacity
58
-38
96
Overall Result
0 wins
of 5
5 wins
Muse Spark 1.3 Contributor wins 5 of 5 signals

Score History

Score History (27 data points)
ALLaM 1 13B InstructMuse Spark 1.3 Contributor
ALLaM 1 13B Instruct

31.3

current score

Leader

Muse Spark 1.3 Contributor

right now

Muse Spark 1.3 Contributor

40

current score

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

ALLaM 1 13B Instruct

HUMAIN

Per request$0.002700
Daily$9.00
Monthly$270.00
Annual$3240.00

Muse Spark 1.3 Contributor

meta

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

Muse Spark 1.3 Contributor saves you $250.00/month

That's $3000.00/year compared to ALLaM 1 13B Instruct at your current usage level of 100K calls/month.

93% cheaper
Choose Muse Spark 1.3 Contributor for cost optimization

ALLaM 1 13B Instruct pricing:
Input:$1.80/M tokens
Output:$1.80/M tokens
Muse Spark 1.3 Contributor pricing:
Input:$0.10/M tokens
Output:$0.20/M tokens
ALLaM 1 13B Instruct

HUMAIN

31

Composite Score

Winner
Muse Spark 1.3 Contributor

meta

40

Composite Score

Signal-by-Signal Comparison
MetricALLaM 1 13B InstructMuse Spark 1.3 ContributorWinner
Overall Score
31
40
Muse Spark 1.3 Contributor
Rank#439#280
Muse Spark 1.3 Contributor
Quality Rank#439#280
Muse Spark 1.3 Contributor
Adoption Rank#439#280
Muse Spark 1.3 Contributor
Parameters13B----
Context Window4K1049K
Muse Spark 1.3 Contributor
Pricing$1.80/$1.80/M$0.10/$0.20/M--
Signal Scores
Capabilities
17
100
Muse Spark 1.3 Contributor
Pricing
98
100
Muse Spark 1.3 Contributor
Context window size
57
96
Muse Spark 1.3 Contributor
Recency
10
100
Muse Spark 1.3 Contributor
Output Capacity
58
96
Muse Spark 1.3 Contributor
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.

ALLaM 1 13B InstructEntry Level

Scores 31/100 (rank #439), placing it in the top -51% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Muse Spark 1.3 ContributorEntry Level

Scores 40/100 (rank #280), placing it in the top 4% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Muse Spark 1.3 Contributor has a 9-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose ALLaM 1 13B Instruct when you need:

  • Budget-friendly applications with moderate quality requirements

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)
  • Multimodal workflows that require image understanding
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
ALLaM 1 13B Instruct
Input cost$1.80/M tokens
Output cost$1.80/M tokens
Cost per quality point$0.115
Est. monthly (1M tokens/day)$54.00
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

Muse Spark 1.3 Contributor offers 92% better value per quality point. At 1M tokens/day, you'd spend $4.50/month with Muse Spark 1.3 Contributor vs $54.00/month with ALLaM 1 13B Instruct - a $49.50 monthly difference.

Latency & Speed
ALLaM 1 13B InstructFaster
Speed score0/100
Muse Spark 1.3 Contributor
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

ALLaM 1 13B Instruct

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

ALLaM 1 13B Instruct

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 (40/100) correlates with better nuance, coherence, and style in long-form content

Muse Spark 1.3 Contributor

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:
Muse Spark 1.3 Contributor

Muse Spark 1.3 Contributor has a moderate advantage with a 8.7-point lead in composite score. It wins on more signal dimensions, but ALLaM 1 13B Instruct has specific strengths that could make it the better choice for certain workflows.

by HUMAIN

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • 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

by meta

  • Choose for Cost - 92% lower pricing; better value at scale
Capability Comparison
CapabilityALLaM 1 13B InstructMuse Spark 1.3 Contributor
Vision (Image Input)differs
Function Callingdiffers
Streaming
JSON Modediffers
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

ALLaM 1 13B Instruct

HUMAIN

$5.40
estimated monthly cost

Muse Spark 1.3 Contributor

meta

Best Value
$0.4200
estimated monthly cost

Muse Spark 1.3 Contributor saves you $4.98/month

That's 92% cheaper than ALLaM 1 13B Instruct 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
ParameterALLaM 1 13B InstructMuse Spark 1.3 Contributor
Context Window4K1.0M
Max Output Tokens4,096943,718
Open SourceNoNo
CreatedDec 1, 2024Sep 2, 2026
Last updated: 49m ago

相关对比

ALLaM 1 13B Instruct vs Muse Spark 1.3 Contributor (2026) | LM Market Cap