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Comparison · 3 models · Updated Nov 2, 2026

Gemma 4 31B IT vs Qwen3 235B-A22B Thinking 2507 vs Qwen3.5 Flash

Qwen3.5 Flash comes out ahead, 73 to 68 and 55 on our weighted score, and it is the cheaper option too.

  1. Google

    Gemma 4 31B IT

    Released Apr 2, 2026

    68/100
    • ECI143.1
    • Price$0.14 / $0.40
    • Context262K
    Full specs Remove Gemma 4 31B IT

  2. Alibaba (Qwen)

    Qwen3 235B-A22B Thinking 2507

    Released Jul 25, 2025

    55/100
    • ECI143.8
    • Price$0.30 / $2.90
    • Context262K
    Full specs Remove Qwen3 235B-A22B Thinking 2507
  3. Our pick

    Alibaba (Qwen)

    Qwen3.5 Flash

    Released Feb 23, 2026

    73/100
    • ECI143.6
    • Price$0.10 / $0.40
    • Context1M
    Full specs Remove Qwen3.5 Flash
01 — Verdict

Qwen3.5 Flash is our pick

Qwen3.5 Flash is the better all-round choice, scoring 73/100 against Gemma 4 31B IT (68) and Qwen3 235B-A22B Thinking 2507 (55). It leads on price, inputs & features and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityQwen3 235B-A22B Thinking 2507Capabilities Index (ECI): Qwen3 235B-A22B Thinking 2507 143.8 · Qwen3.5 Flash 143.6 · Gemma 4 31B IT 143.1
  • Lowest priceQwen3.5 FlashQwen3.5 Flash $0.175 · Gemma 4 31B IT $0.205 · Qwen3 235B-A22B Thinking 2507 $0.95 per 1M tokens (3:1 blend)
  • Longest contextQwen3.5 FlashQwen3.5 Flash 1,000,000 · Gemma 4 31B IT 262,144 · Qwen3 235B-A22B Thinking 2507 262,144 tokens
  • Widest inputsQwen3.5 FlashGemma 4 31B IT: Text, Images · Qwen3 235B-A22B Thinking 2507: Text · Qwen3.5 Flash: Text, Images, Video
  • Self-hostingGemma 4 31B IT and Qwen3 235B-A22B Thinking 2507Publishes downloadable weights (Apache 2.0)
How the score is built
MeasureWeightGemma 4 31B ITQwen3 235B-A22B Thinking 2507Qwen3.5 Flash
CapabilityCapabilities Index (ECI)50%686969
Price25%794982
Inputs & features15%703580
Context window10%373760
Overall100%68/10055/10073/100
02 — Side by side

Every spec in one table

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

Gemma 4 31B IT vs Qwen3 235B-A22B Thinking 2507 vs Qwen3.5 Flash specifications side by side
SpecificationGemma 4 31B ITGoogleQwen3 235B-A22B Thinking 2507Alibaba (Qwen)Qwen3.5 FlashAlibaba (Qwen)
Capability
Capabilities Index (ECI)143.1143.8 (best)143.6
ECI rank#96 of 165#93 of 165 (best)#95 of 165
GPQA DiamondGraduate-level science questions75.8%80.1%82.3% (best)
FrontierMath Tiers 1–3Research-level mathematics——18.3%
OTIS Mock AIME 2024–2025Competition mathematics73.3%86.7% (best)84.4%
SimpleQA VerifiedShort factual questions10.4%40.4% (best)20.3%
Price per million tokens
Input$0.14$0.30$0.10 (best)
Output$0.40 (best)$2.90$0.40 (best)
Cached input——$0.01
Blended (3:1)$0.205$0.95$0.175 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 36 providersMedian of 11 providersOfficial Alibaba API
Limits
Context window262,144 tokens262,144 tokens1,000,000 tokens (best)
Max output32,768 tokens81,920 tokens (best)65,536 tokens
Inputs and features
TextYesYesYes
ImagesYesNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningYesYesYes
Tool callingYesYesYes
Structured outputYesNoYes
Availability
WeightsOpenOpenApache 2.0Proprietary
API model IDgemma-4-31b-it—qwen3.5-flash
API providers46 (best)129
ReleasedApr 2, 2026Jul 25, 2025Feb 23, 2026
Knowledge cutoffJan 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.

  • Gemma 4 31B IT$2.20
  • Qwen3 235B-A22B Thinking 2507$8.80
  • Qwen3.5 Flash$1.80
04 — Questions

Which should you choose?

Which is better: Gemma 4 31B IT, Qwen3 235B-A22B Thinking 2507 or Qwen3.5 Flash?

Qwen3.5 Flash is the better all-round choice, scoring 73/100 against Gemma 4 31B IT (68) and Qwen3 235B-A22B Thinking 2507 (55). It leads on price, inputs & features and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, Gemma 4 31B IT, Qwen3 235B-A22B Thinking 2507 or Qwen3.5 Flash?

Qwen3.5 Flash is cheaper at $0.10 input / $0.40 output per million tokens (official Alibaba API price). Gemma 4 31B IT costs $0.14 input / $0.40 output per million tokens (median across 36 API providers); Qwen3 235B-A22B Thinking 2507 costs $0.30 input / $2.90 output per million tokens (median across 11 API providers). At a typical mix of three input tokens to one output token, that is $0.175 per million tokens for Qwen3.5 Flash versus $0.205 for Gemma 4 31B IT (1.2× as much) and $0.95 for Qwen3 235B-A22B Thinking 2507 (5.4× as much).

Which scores higher on benchmarks?

Qwen3 235B-A22B Thinking 2507 scores higher on the Capabilities Index (ECI): Qwen3 235B-A22B Thinking 2507 143.8 (#93 of 165), Qwen3.5 Flash 143.6 (#95 of 165) and Gemma 4 31B IT 143.1 (#96 of 165). The confidence ranges of the top two overlap (141.9–145.2 vs 141.4–145.0), so treat the gap as small. On individual benchmarks: GPQA Diamond — Qwen3.5 Flash 82.3%, Qwen3 235B-A22B Thinking 2507 80.1%, Gemma 4 31B IT 75.8%; OTIS Mock AIME 2024–2025 — Qwen3 235B-A22B Thinking 2507 86.7%, Qwen3.5 Flash 84.4%, Gemma 4 31B IT 73.3%; SimpleQA Verified — Qwen3 235B-A22B Thinking 2507 40.4%, Qwen3.5 Flash 20.3%, Gemma 4 31B IT 10.4%.

Which is better for coding?

There are no published SWE-bench Verified results for Gemma 4 31B IT, Qwen3 235B-A22B Thinking 2507 and Qwen3.5 Flash yet, so there is no like-for-like coding score. On overall capability, Qwen3 235B-A22B Thinking 2507 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?

Qwen3.5 Flash has the largest context window at 1,000,000 tokens, against 262,144 for Gemma 4 31B IT and 262,144 for Qwen3 235B-A22B Thinking 2507. Maximum output per response: Gemma 4 31B IT up to 32,768, Qwen3 235B-A22B Thinking 2507 up to 81,920, Qwen3.5 Flash up to 65,536 tokens.

Which can read images, PDFs, audio or video?

Gemma 4 31B IT accepts text and images; Qwen3 235B-A22B Thinking 2507 accepts text; Qwen3.5 Flash accepts text, images and video. Qwen3.5 Flash handles the widest range of inputs.

Are any of these open source?

Gemma 4 31B IT and Qwen3 235B-A22B Thinking 2507 publishes its weights (Apache 2.0) and can be self-hosted; Qwen3.5 Flash is proprietary.

Which is newer?

Gemma 4 31B IT is the newest, released Apr 2, 2026. Qwen3.5 Flash came out Feb 23, 2026; Qwen3 235B-A22B Thinking 2507 came out Jul 25, 2025. Knowledge cutoff: Gemma 4 31B IT 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 Nov 2, 2026.

05 — Keep comparing

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