AI Rankings
Muse Spark 1.2: Score, Price and Context Window
Data updated
- Meta
- Closed weights
- Released Aug 2026
Its score range overlaps with Qwen3.8 Max (0902), the model just above it, so a small gap in rank is not a meaningful difference.
Best for
- Coding help: people rate its coding answers in the top 10% on Arena.
- Questions about images: its Arena vision rating is in the top 10%.
- Very long documents: its context window is 1M tokens, roughly 786,000 words.
These lines are worked out from the numbers on this page, not from hands-on testing.
Key facts
- Price per million tokens
- $1.25 in / $4.25 out
- Blended $2.00. Cached input $0.15. List price from Meta, checked 26 Oct 2026.
Features listed by the price list: Image input, PDF input, Tool use, Reasoning, Web search, Prompt caching, Structured output.
How Muse Spark 1.2 stacks up
- Overall capability155.1
Better than 86% of the other 269 modelsTop 25%
Epoch Capabilities Index: one score that combines many tests.
- Human preference: chat1491
Better than 94% of the other 165 modelsTop 10%
How often people pick its answers over another model's on Arena.
- Human preference: coding1541
Better than 95% of the other 165 modelsTop 10%
How often people pick its answers to coding questions on Arena.
- Human preference: web pages1533
Better than 55% of the other 84 modelsUpper half
How often people pick the web pages and small apps it builds on Arena.
- Human preference: images1293
Better than 90% of the other 84 modelsTop 10%
How often people pick its answers about pictures on Arena.
- Price$2.00 per 1M
Cheaper than 35% of the other 200 priced models
Blended price per million tokens. Lower is better, so the cheapest models sit on the right.
- Context window1M tokens
Larger context window than 84% of the other 198 modelsTop 25%
How much text it can read at once. Bigger suits long documents.
Where Muse Spark 1.2 ranks
Test results
SimpleBench
Everyday common-sense and trick questions that most people answer correctly but AI models often get wrong.
74.5%
SimpleQA Verified
Short factual questions that each have one correct answer. It measures how often a model gets facts right.
60.3%
DeepSWE
Software engineering tasks scored as the share solved on the first try (pass@1), run with the open mini-SWE-agent setup.
54.9%
What it costs in everyday terms
- 100 chats
- $0.34
- Cost of 100 chats assumes each chat sends 1,000 tokens (about 750 words) and gets 500 tokens (about 375 words) back.
- A 300-page book
- $0.13
- Cost to read a 300-page book assumes about 100,000 input tokens and no reply. A real book varies with page size and language.
- Blended price
- $2.00 per 1M
- Three parts input to one part output. Our own calculation for comparing models.
Assumptions: 100 chats of about 1,000 tokens in and 500 tokens back. a 300-page book of about 100,000 tokens, read once with no reply.
Compare Muse Spark 1.2
Questions about Muse Spark 1.2
- How much does Muse Spark 1.2 cost?
- Muse Spark 1.2 costs $1.25 per million input tokens and $4.25 per million output tokens, using the list price from Meta as of 26 Oct 2026. That is about $0.34 for 100 chats of about 1,000 tokens in and 500 tokens back. Confirm on the maker's site before you buy, because prices change.
- What is the context window of Muse Spark 1.2?
- Muse Spark 1.2 has a context window of 1M tokens, roughly 786,000 words of text read at once. A single answer can be up to 131K tokens long.
- Is Muse Spark 1.2 open source?
- We list Muse Spark 1.2 as closed: it is used through its maker's apps or API and its weights are not published (Epoch AI lists its access as "API access").
- How good is Muse Spark 1.2 compared with other AI models?
- On the Epoch Capabilities Index, Muse Spark 1.2 scores 155.1 (likely range 152.8 to 157.6), which ranks 38 of 270 models we track. On Arena's human-vote text board it is ranked 10 of 166. Scores close together are a tie in practice.
- How does Muse Spark 1.2 compare with Qwen 3.8 Max?
- Qwen 3.8 Max scores higher on 2 of 7 shared quality measures, Muse Spark 1.2 on 1. 4 measures are too close to call. Muse Spark 1.2 costs about 33% less than Qwen 3.8 Max on a blended price of $2.00 against $3.00 per million tokens. See the full comparison for every measure.
- How current are these numbers for Muse Spark 1.2?
- The newest data on this page is dated 26 Oct 2026. Scores come from Epoch AI and Arena, prices from the open LiteLLM price list.
Where this data comes from
- Epoch AI: Benchmark data: Epoch AI, 'Capabilities & benchmarking', epoch.ai/benchmarks (CC BY 4.0). We match models across sources, rank them and show them in charts. Scores are not changed. Epoch AI does not endorse this site.
- Arena (formerly LMArena): Human-preference ratings: Arena (arena.ai) leaderboard dataset, CC BY 4.0. We keep the latest published ratings, match them to models from other sources and rank them. Ratings are not changed. Arena does not endorse this site.
- LiteLLM model price list: Prices and context windows: LiteLLM model price list (github.com/BerriAI/litellm, MIT licence). We use the model maker's own price entry when there is one. Prices change often, so always confirm on the maker's site before you buy.
Newest data on this page: 26 Oct 2026. Prices are list prices and change often, so confirm on the maker's site before you buy. Sponsors never change a score or an order. How we calculate this · Report a mistake