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Head-to-head comparison

Muse Spark 1.3 vs GPT-6 Astra

Muse Spark 1.3 (Meta) and GPT-6 Astra (OpenAI) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 24 October 2026

As of 24 October 2026, Muse Spark 1.3 holds the stronger ModelCap Index position (#5 vs #13); and Muse Spark 1.3 is 11.8× cheaper per output token ($4.25/1M vs $50.00/1M).

Which should you choose?

Choose Muse Spark 1.3 if…

  • you want the stronger overall ModelCap Index position — #5 against #13 (83.7 vs 79.9 points).
  • API cost matters — $4.25/1M output tokens against $50.00/1M, about 11.8× cheaper.
  • your workload is prompt-heavy — input tokens cost $1.25/1M against $10.00/1M.
  • Arena text is your yardstick — 1496 against 1476.

Choose GPT-6 Astra if…

  • you want provider choice — 3 listed API providers against 1.
  • Arena coding is your yardstick — 1543 against 1536.
  • LMArena Agent is your yardstick — 14.0% against 3.1%.
  • Terminal-Bench 4.0 is your yardstick — 58.2% against 14.6%.
  • you want the more recently listed model — GPT-6 Astra was listed 4 September 2026, Muse Spark 1.3 2 September 2026.

Muse Spark 1.3 vs GPT-6 Astra: specs, pricing and context

Specification comparison of Muse Spark 1.3 and GPT-6 Astra
FieldMuse Spark 1.3MetaGPT-6 AstraOpenAI
ModelCap Index position#5#13
Index score83.779.9
EvidenceMeasuredMeasured
Input price / 1M tokens$1.25$10.00
Output price / 1M tokens$4.25$50.00
Context window1M tokens1M tokens
Declared route output cap944K128K
API providers listed13
Weight accessNo linked weightsNo linked weights
Input modalitiesText, Image, Video, FileFile, Image, Text
First listed2 September 20264 September 2026
PublisherMetaOpenAI

Evidence: 3 public benchmark observations across 3 boards · 5 public benchmark observations across 5 boards. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Muse Spark 1.3 vs GPT-6 Astra

Public benchmark boards where Muse Spark 1.3 or GPT-6 Astra has a published result
BoardMuse Spark 1.3GPT-6 AstraLeads
Arena textArena (LMArena)14961490–1501Max14761470–1483MaxMuse Spark 1.3
Arena codingArena (LMArena)15361527–1545Max15431532–1554MaxGPT-6 Astra
LMArena AgentLMArena3.1%2.2%–3.9%Max14.0%11.9%–16.0%MaxGPT-6 Astra
ARC-AGI-2ARC Prize Foundation—95.0%MaxOnly one result
ARC-AGI-3ARC Prize Foundation—62.7%MaxOnly one result
AA Intelligence IndexArtificial Analysis—52.7MaxOnly one result
AA Terminal-Bench 2.1Artificial Analysis—88.4%MaxOnly one result
AA Humanity's Last ExamArtificial Analysis—54.7%MaxOnly one result
Terminal-Bench 4.0Terminal-Bench (Laude Institute)14.6%11.6%–17.5%Muse Code · X-High58.2%55.4%–61.0%Codex · MaxGPT-6 Astra

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

Muse Spark 1.3 vs GPT-6 Astra: common questions

Is Muse Spark 1.3 better than GPT-6 Astra?

Muse Spark 1.3 ranks higher on the ModelCap Index as of 24 October 2026: #5 against #13. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.

Is Muse Spark 1.3 cheaper than GPT-6 Astra?

Muse Spark 1.3 is cheaper on output tokens: $4.25/1M against $50.00/1M. Input tokens are $1.25/1M for Muse Spark 1.3 and $10.00/1M for GPT-6 Astra. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens. For 1,000 requests with 2,000 input and 500 output tokens each (2M input + 0.5M output), the listed-rate estimate is $4.63 for Muse Spark 1.3 versus $45.00 for GPT-6 Astra. Muse Spark 1.3 costs 89.7% less in this scenario. This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the selected endpoint before budgeting.

Which has the bigger context window, Muse Spark 1.3 or GPT-6 Astra?

Both publish a 1M-token context window. OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified.

Which is better for coding, Muse Spark 1.3 or GPT-6 Astra?

Arena coding: Muse Spark 1.3 1536, GPT-6 Astra 1543 — GPT-6 Astra leads. Terminal-Bench 4.0: Muse Spark 1.3 14.6%, GPT-6 Astra 58.2% — GPT-6 Astra leads.

Are Muse Spark 1.3 and GPT-6 Astra open-weight models?

Muse Spark 1.3: No linked weights. GPT-6 Astra: No linked weights. Open weights mean the checkpoint can be downloaded and self-hosted under its licence. A missing weight link does not identify every API or chat product that offers a model.

Where can I run Muse Spark 1.3 and GPT-6 Astra?

ModelCap currently lists 1 API provider for Muse Spark 1.3 and 3 for GPT-6 Astra, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this Muse Spark 1.3 vs GPT-6 Astra comparison?

Every figure and ModelCap Index position comes from the same published snapshot dated 24 October 2026. Publication and page updates happen separately; use the snapshot date shown on the page.

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