ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Gemini 3.5 Flash vs Gemini 3.1 Pro Preview vs Qwen3.7 Max

Too close to call on our weighted score (Gemini 3.5 Flash 69, Gemini 3.1 Pro Preview 68, Qwen3.7 Max 58). The right pick depends on what you value most.

  1. Google

    Gemini 3.5 Flash

    Released May 19, 2026

    69/100
    • ECI154.5
    • Price$1.50 / $9.00
    • Context1.05M
  2. Google

    Gemini 3.1 Pro Preview

    Released Feb 19, 2026

    68/100
    • ECI154.8
    • Price$2.00 / $12.00
    • Context1.05M
  3. Alibaba (Qwen)

    Qwen3.7 Max

    Released May 21, 2026

    58/100
    • ECI153.7
    • Price$2.50 / $7.50
    • Context1M
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 1 points (Gemini 3.5 Flash 69/100, Gemini 3.1 Pro Preview 68/100, Qwen3.7 Max 58/100), so choose by what matters most for your work: Gemini 3.1 Pro Preview for raw capability and Gemini 3.5 Flash on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGemini 3.1 Pro PreviewCapabilities Index (ECI): Gemini 3.1 Pro Preview 154.8 · Gemini 3.5 Flash 154.5 · Qwen3.7 Max 153.7
  • Lowest priceGemini 3.5 FlashGemini 3.5 Flash $3.38 · Qwen3.7 Max $3.75 · Gemini 3.1 Pro Preview $4.50 per 1M tokens (3:1 blend)
  • Longest contextGemini 3.5 Flash and Gemini 3.1 Pro PreviewGemini 3.5 Flash 1,048,576 · Gemini 3.1 Pro Preview 1,048,576 · Qwen3.7 Max 1,000,000 tokens
  • Widest inputsGemini 3.5 Flash and Gemini 3.1 Pro PreviewGemini 3.5 Flash: Text, Images, PDFs, Audio, Video · Gemini 3.1 Pro Preview: Text, Images, PDFs, Audio, Video · Qwen3.7 Max: Text
  • Self-hostingNo open weightsAll three are available only through APIs
How the score is built
MeasureWeightGemini 3.5 FlashGemini 3.1 Pro PreviewQwen3.7 Max
CapabilityCapabilities Index (ECI)50%848483
Price25%251923
Inputs & features15%10010035
Context window10%616160
Overall100%69/10068/10058/100
02 — Side by side

Every spec in one table

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

Gemini 3.5 Flash vs Gemini 3.1 Pro Preview vs Qwen3.7 Max specifications side by side
SpecificationGemini 3.5 FlashGoogleGemini 3.1 Pro PreviewGoogleQwen3.7 MaxAlibaba (Qwen)
Capability
Capabilities Index (ECI)154.5154.8 (best)153.7
ECI rank#33 of 148#31 of 148 (best)#37 of 148
GPQA DiamondGraduate-level science questions92.8%94.4% (best)90.9%
FrontierMath Tiers 1–3Research-level mathematics62.8%59.7%64.6% (best)
OTIS Mock AIME 2024–2025Competition mathematics95.6%95.6% (best)95.6%
SWE-bench VerifiedFixing real GitHub issues79.3% (best)75.6%77.3%
SimpleQA VerifiedShort factual questions66.2%73.5% (best)55.8%
Price per million tokens
Input$1.50 (best)$2.00$2.50
Output$9.00$12.00$7.50 (best)
Cached input$0.15 (best)$0.20$0.50
Blended (3:1)$3.38 (best)$4.50$3.75
Long-context rateSame rateOver 200K: $4.00 / $18.00Same rate
Price sourceOfficial Google APIOfficial Google APIOfficial Alibaba API
Limits
Context window1,048,576 tokens (best)1,048,576 tokens (best)1,000,000 tokens
Max output65,536 tokens65,536 tokens65,536 tokens
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsYesYesNo
AudioYesYesNo
VideoYesYesNo
ReasoningYesminimal · low · medium · highYeslow · medium · highYes
Tool callingYesYesYes
Structured outputYesYesNo
Availability
WeightsProprietaryProprietaryProprietary
API model IDgemini-3.5-flashgemini-3.1-pro-previewqwen3.7-max
API providers32 (best)2626
ReleasedMay 19, 2026Feb 19, 2026May 21, 2026
Knowledge cutoffJan 2025Jan 2025—
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 3.5 Flash$33.00
  • Gemini 3.1 Pro Preview$44.00
  • Qwen3.7 Max$40.00
04 — Questions

Which should you choose?

Which is better: Gemini 3.5 Flash, Gemini 3.1 Pro Preview or Qwen3.7 Max?

It is close. Our weighted score puts them within 1 points (Gemini 3.5 Flash 69/100, Gemini 3.1 Pro Preview 68/100, Qwen3.7 Max 58/100), so choose by what matters most for your work: Gemini 3.1 Pro Preview for raw capability and Gemini 3.5 Flash on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, Gemini 3.5 Flash, Gemini 3.1 Pro Preview or Qwen3.7 Max?

Gemini 3.5 Flash is cheaper at $1.50 input / $9.00 output per million tokens (official Google API price). Qwen3.7 Max costs $2.50 input / $7.50 output per million tokens (official Alibaba API price); Gemini 3.1 Pro Preview costs $2.00 input / $12.00 output per million tokens (official Google API price). At a typical mix of three input tokens to one output token, that is $3.38 per million tokens for Gemini 3.5 Flash versus $3.75 for Qwen3.7 Max (1.1× as much) and $4.50 for Gemini 3.1 Pro Preview (1.3× as much).

Which scores higher on benchmarks?

Gemini 3.1 Pro Preview scores higher on the Capabilities Index (ECI): Gemini 3.1 Pro Preview 154.8 (#31 of 148), Gemini 3.5 Flash 154.5 (#33 of 148) and Qwen3.7 Max 153.7 (#37 of 148). The confidence ranges of the top two overlap (152.6–157.3 vs 152.5–156.6), so treat the gap as small. On individual benchmarks: GPQA Diamond — Gemini 3.1 Pro Preview 94.4%, Gemini 3.5 Flash 92.8%, Qwen3.7 Max 90.9%; FrontierMath Tiers 1–3 — Qwen3.7 Max 64.6%, Gemini 3.5 Flash 62.8%, Gemini 3.1 Pro Preview 59.7%; OTIS Mock AIME 2024–2025 — Gemini 3.1 Pro Preview 95.6%, Gemini 3.5 Flash 95.6%, Qwen3.7 Max 95.6%; SWE-bench Verified — Gemini 3.5 Flash 79.3%, Qwen3.7 Max 77.3%, Gemini 3.1 Pro Preview 75.6%; SimpleQA Verified — Gemini 3.1 Pro Preview 73.5%, Gemini 3.5 Flash 66.2%, Qwen3.7 Max 55.8%.

Which is better for coding?

Gemini 3.5 Flash resolves more real GitHub issues on SWE-bench Verified: Gemini 3.5 Flash 79.3%, Qwen3.7 Max 77.3% and Gemini 3.1 Pro Preview 75.6%. All three support tool calling for agent workflows.

Which has the bigger context window?

Gemini 3.5 Flash and Gemini 3.1 Pro Preview have the largest context windows (1,048,576 and 1,048,576 tokens), against 1,000,000 for Qwen3.7 Max. Maximum output per response: Gemini 3.5 Flash up to 65,536, Gemini 3.1 Pro Preview up to 65,536, Qwen3.7 Max up to 65,536 tokens.

Which can read images, PDFs, audio or video?

Gemini 3.5 Flash accepts text, images, PDFs, audio and video; Gemini 3.1 Pro Preview accepts text, images, PDFs, audio and video; Qwen3.7 Max accepts text. Gemini 3.5 Flash handles the widest range of inputs.

Are any of these open source?

No. Gemini 3.5 Flash, Gemini 3.1 Pro Preview and Qwen3.7 Max are proprietary and only available through APIs and apps.

Which is newer?

Qwen3.7 Max is the newest, released May 21, 2026. Gemini 3.5 Flash came out May 19, 2026; Gemini 3.1 Pro Preview came out Feb 19, 2026. Knowledge cutoff: Gemini 3.5 Flash Jan 2025, Gemini 3.1 Pro Preview Jan 2025.

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 Oct 4, 2026.