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Comparison · 2 models · Updated Oct 4, 2026

Gemma 3 12B IT vs Qwen Turbo

Too close to call on our weighted score (Gemma 3 12B IT 49, Qwen Turbo 48). The right pick depends on what you value most.

  1. Google

    Gemma 3 12B IT

    Released Mar 12, 2025

    49/100
    • ECI123.5
    • Price$0.05 / $0.15
    • Context131K
  2. Alibaba (Qwen)

    Qwen Turbo

    Released Nov 1, 2024

    48/100
    • ECI—
    • Price$0.05 / $0.20
    • Context1M
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Gemma 3 12B IT 49/100, Qwen Turbo 48/100), so choose by what matters most for your work: Gemma 3 12B IT for raw capability and Qwen Turbo for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%. Capability uses the average of shared benchmarks (GPQA Diamond and OTIS Mock AIME 2024–2025), because Qwen Turbo has no Capabilities Index score yet.

  • CapabilityGemma 3 12B ITShared benchmarks: Gemma 3 12B IT 28.1% · Qwen Turbo 24.0%
  • Lowest priceGemma 3 12B ITGemma 3 12B IT $0.075 · Qwen Turbo $0.087 per 1M tokens (3:1 blend)
  • Longest contextQwen TurboQwen Turbo 1,000,000 · Gemma 3 12B IT 131,072 tokens
  • Widest inputsGemma 3 12B ITGemma 3 12B IT: Text, Images · Qwen Turbo: Text
  • Self-hostingGemma 3 12B ITPublishes downloadable weights
How the score is built
MeasureWeightGemma 3 12B ITQwen Turbo
CapabilityShared benchmarks50%2824
Price25%100100
Inputs & features15%5035
Context window10%2460
Overall100%49/10048/100
02 — Side by side

Every spec in one table

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

Gemma 3 12B IT vs Qwen Turbo specifications side by side
SpecificationGemma 3 12B ITGoogleQwen TurboAlibaba (Qwen)
Capability
Capabilities Index (ECI)123.5—
ECI rank#138 of 148—
GPQA DiamondGraduate-level science questions39.5%41.8% (best)
OTIS Mock AIME 2024–2025Competition mathematics16.7% (best)6.1%
Price per million tokens
Input$0.05$0.05
Output$0.15 (best)$0.20
Cached input——
Blended (3:1)$0.075 (best)$0.087
Long-context rateSame rateSame rate
Price sourceMedian of 7 providersOfficial Alibaba API
Limits
Context window131,072 tokens1,000,000 tokens (best)
Max output131,072 tokens (best)16,384 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoYes
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenProprietary
API model ID—qwen-turbo
API providers7 (best)3
ReleasedMar 12, 2025Nov 1, 2024
Knowledge cutoffAug 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.

  • Gemma 3 12B IT$0.80
  • Qwen Turbo$0.90
04 — Questions

Which should you choose?

Which is better: Gemma 3 12B IT or Qwen Turbo?

It is close. Our weighted score puts them within a point (Gemma 3 12B IT 49/100, Qwen Turbo 48/100), so choose by what matters most for your work: Gemma 3 12B IT for raw capability and Qwen Turbo for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%. Capability uses the average of shared benchmarks (GPQA Diamond and OTIS Mock AIME 2024–2025), because Qwen Turbo has no Capabilities Index score yet.

Which is cheaper, Gemma 3 12B IT or Qwen Turbo?

Gemma 3 12B IT is cheaper at $0.05 input / $0.15 output per million tokens (median across 7 API providers). Qwen Turbo costs $0.05 input / $0.20 output per million tokens (official Alibaba API price). At a typical mix of three input tokens to one output token, that is $0.075 per million tokens for Gemma 3 12B IT versus $0.087 for Qwen Turbo (1.2× as much).

Which scores higher on benchmarks?

Not every model here has a Capabilities Index score, so we compare the average of shared benchmarks (GPQA Diamond and OTIS Mock AIME 2024–2025): Gemma 3 12B IT 28.1% and Qwen Turbo 24.0%. On individual benchmarks: GPQA Diamond — Qwen Turbo 41.8%, Gemma 3 12B IT 39.5%; OTIS Mock AIME 2024–2025 — Gemma 3 12B IT 16.7%, Qwen Turbo 6.1%.

Which is better for coding?

There are no published SWE-bench Verified results for Gemma 3 12B IT and Qwen Turbo yet, so there is no like-for-like coding score. On overall capability, Gemma 3 12B IT 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?

Qwen Turbo has the largest context window at 1,000,000 tokens, against 131,072 for Gemma 3 12B IT. Maximum output per response: Gemma 3 12B IT up to 131,072, Qwen Turbo up to 16,384 tokens.

Which can read images, PDFs, audio or video?

Gemma 3 12B IT accepts text and images; Qwen Turbo accepts text. Gemma 3 12B IT handles the widest range of inputs.

Are any of these open source?

Gemma 3 12B IT publishes its weights and can be self-hosted; Qwen Turbo is proprietary.

Which is newer?

Gemma 3 12B IT is the newest, released Mar 12, 2025. Qwen Turbo came out Nov 1, 2024. Knowledge cutoff: Gemma 3 12B IT Aug 2024, Qwen Turbo 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.