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Claude Opus 4.8 vs Muse Spark 1.2

Claude Opus 4.8 and Muse Spark 1.2 are closely matched at 51.7 and 41.1 on the LLM Stats Score. Muse Spark 1.2 is 80.0x cheaper per token.

Anthropic · Meta · Updated for 2026

Which is better?

Claude Opus 4.8 and Muse Spark 1.2 are closely matched on the overall LLM Stats Score at 51.7 and 41.1.

In the 1 individual benchmarks reported for both models, Muse Spark 1.2 wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Muse Spark 1.2 is roughly 80.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Spark 1.2 also accepts a larger context window (1,048,576 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Claude Opus 4.8

  • you want predictable pricing at $5.00/M input and $25.00/M output

Choose Muse Spark 1.2

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 80.0x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Aug 2026

At a glance

The differences that matter most.

Core performance indexes
51.7
#10
41.1
#44
51.2
#10
34.4
#80
43.8
#8
33.3
#35
36.8
#14
29.3
#31
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$5.00 / M
$0.10 / M
Output price
$25.00 / M
$0.20 / M
Context window
1,000,000
1,048,576

Individual benchmarks

26 reported for Claude Opus 4.8 · 3 for Muse Spark 1.2

1 shared

Claude Opus 4.8 outperforms in 0 benchmarks, while Muse Spark 1.2 is better at 1 benchmark (DeepSWE 1.1).

Muse Spark 1.2 significantly outperforms across most benchmarks.

Fri Aug 28 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Muse Spark 1.2 costs less

For input processing, Claude Opus 4.8 ($5.00/1M tokens) is 50.0x more expensive than Muse Spark 1.2 ($0.10/1M tokens).

For output processing, Claude Opus 4.8 ($25.00/1M tokens) is 125.0x more expensive than Muse Spark 1.2 ($0.20/1M tokens).

In conclusion, Claude Opus 4.8 is more expensive than Muse Spark 1.2.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Fri Aug 28 2026 • llm-stats.com
Anthropic
Claude Opus 4.8
Input tokens$5.00
Output tokens$25.00
Best providerAnthropic
Meta
Muse Spark 1.2
Input tokens$0.10
Output tokens$0.20
Best providerMeta
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Muse Spark 1.2 accepts 1,048,576 input tokens compared to Claude Opus 4.8's 1,000,000 tokens. Muse Spark 1.2 can generate longer responses up to 131,072 tokens, while Claude Opus 4.8 is limited to 128,000 tokens.

Anthropic
Claude Opus 4.8
Input1,000,000 tokens
Output128,000 tokens
Meta
Muse Spark 1.2
Input1,048,576 tokens
Output131,072 tokens
Fri Aug 28 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude Opus 4.8 and Muse Spark 1.2 support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Claude Opus 4.8

Text
Images
Audio
Video

Muse Spark 1.2

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

Claude Opus 4.8

Proprietary

Closed source

Muse Spark 1.2

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Opus 4.8 was released on 2026-05-28, while Muse Spark 1.2 was released on 2026-08-05.

Muse Spark 1.2 is 2 months newer than Claude Opus 4.8.

Claude Opus 4.8

May 28, 2026

3 months ago

Muse Spark 1.2

Aug 5, 2026

3 weeks ago

2mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Claude Opus 4.8 is available from Anthropic, Vertex AI. Muse Spark 1.2 is available from Meta Model API.

Claude Opus 4.8

anthropic logo
Anthropic
Input Price:Input: $5.00/1MOutput Price:Output: $25.00/1M
vertex logo
Unknown Organization
Input Price:Input: $5.00/1MOutput Price:Output: $25.00/1M

Muse Spark 1.2

meta logo
Meta
Input Price:Input: $0.10/1MOutput Price:Output: $0.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Claude Opus 4.8 and Muse Spark 1.2 side-by-side, then vote on the output you prefer.

Claude Opus 4.8
✓ Preferred
Muse Spark 1.2
Open in Playground

FAQ

Common questions about Claude Opus 4.8 vs Muse Spark 1.2.

Which is better, Claude Opus 4.8 or Muse Spark 1.2?

Claude Opus 4.8 and Muse Spark 1.2 are closely matched on the LLM Stats Score at 51.7 and 41.1. Claude Opus 4.8 is made by Anthropic and Muse Spark 1.2 is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude Opus 4.8 compare to Muse Spark 1.2 in benchmarks?

Claude Opus 4.8 scores GPQA: 93.6%, DeepSearchQA: 93.1%, CharXiv-R: 89.9%, SWE-Bench Verified: 88.6%, ScreenSpot Pro: 87.9%. Muse Spark 1.2 scores Terminal-Bench 2.1: 82.9%, Meta Internal Coding Bench: 70.6%, DeepSWE 1.1: 59.3%.

Is Claude Opus 4.8 cheaper than Muse Spark 1.2?

Muse Spark 1.2 is 50.0x cheaper for input tokens. Claude Opus 4.8 costs $5.00/M input and $25.00/M output via anthropic. Muse Spark 1.2 costs $0.10/M input and $0.20/M output via meta.

What are the context window sizes for Claude Opus 4.8 and Muse Spark 1.2?

Claude Opus 4.8 supports 1.0M tokens and Muse Spark 1.2 supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Opus 4.8 and Muse Spark 1.2?

Key differences include LLM Stats Score (51.7 vs 41.1), context window (1.0M vs 1.0M), input pricing ($5.00 vs $0.10/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Opus 4.8 and Muse Spark 1.2?

Claude Opus 4.8 is developed by Anthropic and Muse Spark 1.2 is developed by Meta.