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Model Comparison

Comprehensive side-by-side analysis of model capabilities and performance

Google

Gemma 3 12B

Google

Gemma 3 12B is a multimodal language model developed by Google. It achieves strong performance with an average score of 62.5% across 26 benchmarks. It excels particularly in GSM8k (94.4%), IFEval (88.9%), DocVQA (87.1%). It supports a 262K token context window for handling large documents. The model is available through 1 API provider. As a multimodal model, it can process and understand text, images, and other input formats seamlessly. It's licensed for commercial use, making it suitable for enterprise applications. Released in 2025, it represents Google's latest advancement in AI technology.

Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507 is a language model developed by Alibaba Cloud / Qwen Team. It achieves strong performance with an average score of 69.2% across 25 benchmarks. It excels particularly in MMLU-Redux (93.8%), AIME25 (92.3%), WritingBench (88.3%). It supports a 387K token context window for handling large documents. The model is available through 1 API provider. It's licensed for commercial use, making it suitable for enterprise applications. Released in 2025, it represents Alibaba Cloud / Qwen Team's latest advancement in AI technology.

Google

Gemma 3 12B

Google

2025-03-12

Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

Alibaba Cloud / Qwen Team

2025-07-25

4 months newer

Pricing Comparison

Cost per million tokens (USD)

Google

Gemma 3 12B

$3.15 cheaper
Input:$0.05
Output:$0.10
Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

Input:$0.30
Output:$3.00

Performance Metrics

Context window and performance specifications

Google

Gemma 3 12B

Max Context:262.1K
Parameters:12.0B
Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

Larger context
Max Context:387.1K
Parameters:235.0B

Average performance across 3 common benchmarks

Google

Gemma 3 12B

Average Score:63.5%
Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

+21.0%
Average Score:84.4%

Performance comparison across key benchmark categories

Google

Gemma 3 12B

factuality
41.0%
general
54.3%
math
+13.8%
73.9%
code
+16.6%
70.5%
Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

factuality
+52.8%
93.8%
general
+23.1%
77.4%
math
60.1%
code
53.9%
Benchmark Scores - Detailed View
Side-by-side comparison of all benchmark scores

Provider Availability & Performance

Available providers and their performance metrics

Google

Gemma 3 12B

1 providers

DeepInfra

Throughput: 33 tok/s
Latency: 0.2ms
Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

1 providers

Novita

Google

Gemma 3 12B

Avg Score:63.5%
Providers:1
Alibaba Cloud / Qwen Team

Qwen3-235B-A22B-Thinking-2507

+21.0%
Avg Score:84.4%
Providers:1