ZMIME
Comparison · 2 models · Updated Oct 4, 2026

Gemini 2.0 Flash vs QwQ 32B

Gemini 2.0 Flash comes out ahead, 65 to 52 on our weighted score.

  1. Our pick

    Google

    Gemini 2.0 Flash

    Released Dec 11, 2024

    65/100
    • ECI134.7
    • Price—
    • Context1.05M
  2. Alibaba (Qwen)

    QwQ 32B

    Released Mar 5, 2025

    52/100
    • ECI137.6
    • Price$0.66 / $1.00
    • Context131K
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    Make it a three-way comparison.

01 — Verdict

Gemini 2.0 Flash is our pick

Gemini 2.0 Flash is the better all-round choice, scoring 65/100 against QwQ 32B (52). It leads on inputs & features and context window. QwQ 32B wins on capability. The score weighs capability 67%, inputs & features 20%, context window 13%.

  • CapabilityQwQ 32BCapabilities Index (ECI): QwQ 32B 137.6 · Gemini 2.0 Flash 134.7
  • Lowest priceQwQ 32BQwQ 32B $0.745 per 1M tokens (3:1 blend) · Gemini 2.0 Flash unpriced
  • Longest contextGemini 2.0 FlashGemini 2.0 Flash 1,048,576 · QwQ 32B 131,072 tokens
  • Widest inputsGemini 2.0 FlashGemini 2.0 Flash: Text, Images, PDFs, Audio, Video · QwQ 32B: Text
  • Self-hostingQwQ 32BPublishes downloadable weights
How the score is built
MeasureWeightGemini 2.0 FlashQwQ 32B
CapabilityCapabilities Index (ECI)67%5962
Inputs & features20%9035
Context window13%6124
Overall100%65/10052/100

Left out because at least one model lacks the data: price. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

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

Gemini 2.0 Flash vs QwQ 32B specifications side by side
SpecificationGemini 2.0 FlashGoogleQwQ 32BAlibaba (Qwen)
Capability
Capabilities Index (ECI)134.7137.6 (best)
ECI rank#116 of 148#109 of 148 (best)
GPQA DiamondGraduate-level science questions—65.3%
OTIS Mock AIME 2024–2025Competition mathematics—59.2%
Price per million tokens
Input—$0.66
Output—$1.00
Cached input——
Blended (3:1)—$0.745
Long-context rate—Same rate
Price source—Median of 1 providers
Limits
Context window1,048,576 tokens (best)131,072 tokens
Max output8,192 tokens8,192 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsYesNo
AudioYesNo
VideoYesNo
ReasoningNoYes
Tool callingYesYes
Structured outputYesNo
Availability
WeightsProprietaryOpen
API model ID——
API providers—1
ReleasedDec 11, 2024Mar 5, 2025
Knowledge cutoffJun 2024Apr 2024
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 2.0 Flash—
  • QwQ 32B$8.60
04 — Questions

Which should you choose?

Which is better: Gemini 2.0 Flash or QwQ 32B?

Gemini 2.0 Flash is the better all-round choice, scoring 65/100 against QwQ 32B (52). It leads on inputs & features and context window. QwQ 32B wins on capability. The score weighs capability 67%, inputs & features 20%, context window 13%.

Which is cheaper, Gemini 2.0 Flash or QwQ 32B?

QwQ 32B is cheaper at $0.66 input / $1.00 output per million tokens (median across 1 API provider). . At a typical mix of three input tokens to one output token, that is $0.745 per million tokens for QwQ 32B versus . Gemini 2.0 Flash has no published per-token price.

Which scores higher on benchmarks?

QwQ 32B scores higher on the Capabilities Index (ECI): QwQ 32B 137.6 (#109 of 148) and Gemini 2.0 Flash 134.7 (#116 of 148). The confidence ranges of the top two overlap (133.1–141.7 vs 124.3–136.7), so treat the gap as small.

Which is better for coding?

There are no published SWE-bench Verified results for Gemini 2.0 Flash and QwQ 32B yet, so there is no like-for-like coding score. On overall capability, QwQ 32B 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?

Gemini 2.0 Flash has the largest context window at 1,048,576 tokens, against 131,072 for QwQ 32B. Maximum output per response: Gemini 2.0 Flash up to 8,192, QwQ 32B up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Gemini 2.0 Flash accepts text, images, PDFs, audio and video; QwQ 32B accepts text. Gemini 2.0 Flash handles the widest range of inputs.

Are any of these open source?

QwQ 32B publishes its weights and can be self-hosted; Gemini 2.0 Flash is proprietary.

Which is newer?

QwQ 32B is the newest, released Mar 5, 2025. Gemini 2.0 Flash came out Dec 11, 2024. Knowledge cutoff: Gemini 2.0 Flash Jun 2024, QwQ 32B Apr 2024.

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.