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Comparison · 2 models · Updated Nov 2, 2026

Muse Wonder vs GPT-6 Astra

Too close to call on our weighted score (Muse Wonder 68, GPT-6 Astra 68). The right pick depends on what you value most.

  1. Meta

    Muse Wonder

    Released Oct 12, 2026New

    68/100
    • ECI161.7
    • Price$4.00 / $20.00
    • Context1.05M
    Full specs Remove Muse Wonder

  2. OpenAI

    GPT-6 Astra

    Released Sep 4, 2026New

    68/100
    • ECI169.1
    • Price$10.00 / $50.00
    • Context1.05M
    Full specs Remove GPT-6 Astra

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01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Muse Wonder 68/100, GPT-6 Astra 68/100), so choose by what matters most for your work: GPT-6 Astra for raw capability and Muse Wonder on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGPT-6 AstraCapabilities Index (ECI): GPT-6 Astra 169.1 · Muse Wonder 161.7
  • Lowest priceMuse WonderMuse Wonder $8.00 · GPT-6 Astra $20.00 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameGPT-6 Astra 1,050,000 · Muse Wonder 1,048,576 tokens
  • Widest inputsMuse WonderMuse Wonder: Text, Images, PDFs, Audio, Video · GPT-6 Astra: Text, Images, PDFs
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightMuse WonderGPT-6 Astra
CapabilityCapabilities Index (ECI)50%91100
Price25%70
Inputs & features15%10080
Context window10%6161
Overall100%68/10068/100
02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Muse Wonder vs GPT-6 Astra specifications side by side
SpecificationMuse WonderMetaGPT-6 AstraOpenAI
Capability
Capabilities Index (ECI)161.7169.1 (best)
ECI rank#13 of 165#1 of 165 (best)
GPQA DiamondGraduate-level science questions—95.8%
FrontierMath Tiers 1–3Research-level mathematics82.1%93.7% (best)
OTIS Mock AIME 2024–2025Competition mathematics99.4%100% (best)
SimpleQA VerifiedShort factual questions—75.6%
Price per million tokens
Input$4.00 (best)$10.00
Output$20.00 (best)$50.00
Cached input$0.20 (best)$1.00
Blended (3:1)$8.00 (best)$20.00
Long-context rateSame rateOver 272K: $20.00 / $75.00
Price sourceOfficial Meta APIOfficial OpenAI API
Limits
Context window1,048,576 tokens1,050,000 tokens (best)
Max output131,072 tokens (best)128,000 tokens
Inputs and features
TextYesYes
ImagesYesYes
PDFsYesYes
AudioYesNo
VideoYesNo
ReasoningYesminimal · low · medium · high · xhigh · maxYeslow · medium · high · xhigh · max
Tool callingYesYes
Structured outputYesYes
Availability
WeightsProprietaryProprietary
API model IDmuse-wonder-1.0gpt-6-astra
API providers937 (best)
ReleasedOct 12, 2026Sep 4, 2026
Knowledge cutoff—Apr 30, 2026
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Muse Wonder$80.00
  • GPT-6 Astra$200.00
04 — Questions

Which should you choose?

Which is better: Muse Wonder or GPT-6 Astra?

It is close. Our weighted score puts them within a point (Muse Wonder 68/100, GPT-6 Astra 68/100), so choose by what matters most for your work: GPT-6 Astra for raw capability and Muse Wonder on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, Muse Wonder or GPT-6 Astra?

Muse Wonder is cheaper at $4.00 input / $20.00 output per million tokens (official Meta API price). GPT-6 Astra costs $10.00 input / $50.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $8.00 per million tokens for Muse Wonder versus $20.00 for GPT-6 Astra (2.5× as much).

Which scores higher on benchmarks?

GPT-6 Astra scores higher on the Capabilities Index (ECI): GPT-6 Astra 169.1 (#1 of 165) and Muse Wonder 161.7 (#13 of 165). Their confidence ranges do not overlap (165.9–174.3 vs 159.2–164.6), so the gap is a real one. On individual benchmarks: FrontierMath Tiers 1–3 — GPT-6 Astra 93.7%, Muse Wonder 82.1%; OTIS Mock AIME 2024–2025 — GPT-6 Astra 100%, Muse Wonder 99.4%.

Which is better for coding?

There are no published SWE-bench Verified results for Muse Wonder and GPT-6 Astra yet, so there is no like-for-like coding score. On overall capability, GPT-6 Astra leads, which tends to carry over to coding, but test on your own codebase. Both support tool calling for agent workflows.

Which has the bigger context window?

Their context windows are effectively the same size: Muse Wonder 1,048,576 and GPT-6 Astra 1,050,000 tokens. Maximum output per response: Muse Wonder up to 131,072, GPT-6 Astra up to 128,000 tokens.

Which can read images, PDFs, audio or video?

Muse Wonder accepts text, images, PDFs, audio and video; GPT-6 Astra accepts text, images and PDFs. Muse Wonder handles the widest range of inputs.

Are any of these open source?

No. Muse Wonder and GPT-6 Astra are proprietary and only available through APIs and apps.

Which is newer?

Muse Wonder is the newest, released Oct 12, 2026. GPT-6 Astra came out Sep 4, 2026. Knowledge cutoff: GPT-6 Astra Apr 30, 2026.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.

05 — Keep comparing

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