ZMIME
Comparison · 3 models · Updated Nov 2, 2026

Gemini 3.8 Flash vs Qwen3.8 Max 0902 vs Muse Spark 1.3

Too close to call on our weighted score (Gemini 3.8 Flash 74, Muse Spark 1.3 72, Qwen3.8 Max 0902 67). The right pick depends on what you value most.

  1. Google

    Gemini 3.8 Flash

    Released Sep 2, 2026

    74/100
    • ECI157.6
    • Price$0.75 / $3.75
    • Context1.05M
  2. Alibaba (Qwen)

    Qwen3.8 Max 0902

    Released Sep 2, 2026

    67/100
    • ECI156.2
    • Price$2.00 / $6.00
    • Context1M
  3. Meta

    Muse Spark 1.3

    Released Sep 2, 2026

    72/100
    • ECI157.4
    • Price$1.25 / $4.25
    • Context1.05M
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 2 points (Gemini 3.8 Flash 74/100, Muse Spark 1.3 72/100, Qwen3.8 Max 0902 67/100), so choose by what matters most for your work: Gemini 3.8 Flash for raw capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGemini 3.8 FlashCapabilities Index (ECI): Gemini 3.8 Flash 157.6 · Muse Spark 1.3 157.4 · Qwen3.8 Max 0902 156.2
  • Lowest priceGemini 3.8 FlashGemini 3.8 Flash $1.50 · Muse Spark 1.3 $2.00 · Qwen3.8 Max 0902 $3.00 per 1M tokens (3:1 blend)
  • Longest contextGemini 3.8 Flash and Muse Spark 1.3Gemini 3.8 Flash 1,048,576 · Muse Spark 1.3 1,048,576 · Qwen3.8 Max 0902 1,000,000 tokens
  • Widest inputsGemini 3.8 Flash and Muse Spark 1.3Gemini 3.8 Flash: Text, Images, PDFs, Audio, Video · Qwen3.8 Max 0902: Text, Images, PDFs, Video · Muse Spark 1.3: Text, Images, PDFs, Audio, Video
  • Self-hostingNo open weightsAll three are available only through APIs
How the score is built
MeasureWeightGemini 3.8 FlashQwen3.8 Max 0902Muse Spark 1.3
CapabilityCapabilities Index (ECI)50%868486
Price25%402634
Inputs & features15%10080100
Context window10%616061
Overall100%74/10067/10072/100
02 — Side by side

Every spec in one table

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

Gemini 3.8 Flash vs Qwen3.8 Max 0902 vs Muse Spark 1.3 specifications side by side
SpecificationGemini 3.8 FlashGoogleQwen3.8 Max 0902Alibaba (Qwen)Muse Spark 1.3Meta
Capability
Capabilities Index (ECI)157.6 (best)156.2157.4
ECI rank#23 of 165 (best)#32 of 165#24 of 165
GPQA DiamondGraduate-level science questions95.4% (best)92.3%—
FrontierMath Tiers 1–3Research-level mathematics68.4%65.6%74.4% (best)
OTIS Mock AIME 2024–2025Competition mathematics98.9%100% (best)99.2%
SimpleQA VerifiedShort factual questions69.7% (best)47.3%—
Price per million tokens
Input$0.75 (best)$2.00$1.25
Output$3.75 (best)$6.00$4.25
Cached input$0.075 (best)—$0.15
Blended (3:1)$1.50 (best)$3.00$2.00
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Google APIMedian of 9 providersOfficial Meta API
Limits
Context window1,048,576 tokens (best)1,000,000 tokens1,048,576 tokens (best)
Max output65,536 tokens131,072 tokens (best)131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsYesYesYes
AudioYesNoYes
VideoYesYesYes
ReasoningYeslow · medium · highYesYesminimal · low · medium · high · xhigh · max
Tool callingYesYesYes
Structured outputYesNoYes
Availability
WeightsProprietaryProprietaryProprietary
API model IDgemini-3.8-flash—muse-spark-1.3
API providers32 (best)917
ReleasedSep 2, 2026Sep 2, 2026Sep 2, 2026
Knowledge cutoff———
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.

  • Gemini 3.8 Flash$15.00
  • Qwen3.8 Max 0902$32.00
  • Muse Spark 1.3$21.00
04 — Questions

Which should you choose?

Which is better: Gemini 3.8 Flash, Qwen3.8 Max 0902 or Muse Spark 1.3?

It is close. Our weighted score puts them within 2 points (Gemini 3.8 Flash 74/100, Muse Spark 1.3 72/100, Qwen3.8 Max 0902 67/100), so choose by what matters most for your work: Gemini 3.8 Flash for raw capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, Gemini 3.8 Flash, Qwen3.8 Max 0902 or Muse Spark 1.3?

Gemini 3.8 Flash is cheaper at $0.75 input / $3.75 output per million tokens (official Google API price). Muse Spark 1.3 costs $1.25 input / $4.25 output per million tokens (official Meta API price); Qwen3.8 Max 0902 costs $2.00 input / $6.00 output per million tokens (median across 9 API providers). At a typical mix of three input tokens to one output token, that is $1.50 per million tokens for Gemini 3.8 Flash versus $2.00 for Muse Spark 1.3 (1.3× as much) and $3.00 for Qwen3.8 Max 0902 (2× as much).

Which scores higher on benchmarks?

Gemini 3.8 Flash scores higher on the Capabilities Index (ECI): Gemini 3.8 Flash 157.6 (#23 of 165), Muse Spark 1.3 157.4 (#24 of 165) and Qwen3.8 Max 0902 156.2 (#32 of 165). The confidence ranges of the top two overlap (155.5–160.9 vs 155.4–159.9), so treat the gap as small. On individual benchmarks: FrontierMath Tiers 1–3 — Muse Spark 1.3 74.4%, Gemini 3.8 Flash 68.4%, Qwen3.8 Max 0902 65.6%; OTIS Mock AIME 2024–2025 — Qwen3.8 Max 0902 100%, Muse Spark 1.3 99.2%, Gemini 3.8 Flash 98.9%.

Which is better for coding?

There are no published SWE-bench Verified results for Gemini 3.8 Flash, Qwen3.8 Max 0902 and Muse Spark 1.3 yet, so there is no like-for-like coding score. On overall capability, Gemini 3.8 Flash leads, which tends to carry over to coding, but test on your own codebase. All three support tool calling for agent workflows.

Which has the bigger context window?

Gemini 3.8 Flash and Muse Spark 1.3 have the largest context windows (1,048,576 and 1,048,576 tokens), against 1,000,000 for Qwen3.8 Max 0902. Maximum output per response: Gemini 3.8 Flash up to 65,536, Qwen3.8 Max 0902 up to 131,072, Muse Spark 1.3 up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Gemini 3.8 Flash accepts text, images, PDFs, audio and video; Qwen3.8 Max 0902 accepts text, images, PDFs and video; Muse Spark 1.3 accepts text, images, PDFs, audio and video. Gemini 3.8 Flash handles the widest range of inputs.

Are any of these open source?

No. Gemini 3.8 Flash, Qwen3.8 Max 0902 and Muse Spark 1.3 are proprietary and only available through APIs and apps.

Which is newer?

Gemini 3.8 Flash is the newest, released Sep 2, 2026. Qwen3.8 Max 0902 came out Sep 2, 2026; Muse Spark 1.3 came out Sep 2, 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.