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Gemma 3 12B vs GPT-4.1

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemma 3 12B and GPT-4.1.

Google

Gemma 3 12B

Gemma 3 introduces multimodality, supporting vision-language input and text outputs. It handles context windows up to 128k tokens, understands over 140 languages, and offers improved math, reasoning, and chat capabilities,...

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OpenAI

GPT-4.1

GPT-4.1 is a flagship large language model optimized for advanced instruction following, real-world software engineering, and long-context reasoning. It supports a 1 million token context window and outperforms GPT-4o and...

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Technical Specifications

SpecificationGemma 3 12BGPT-4.1
ProviderGoogleOpenAI
Context Window131,072 tokens1,047,576 tokens
Agent SuitabilityN/A91/100
Time to First Token (TTFT)N/A250 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-03-132025-04-14

API Pricing Comparison

Input Price per Million Tokens

Gemma 3 12B

$0.05

GPT-4.1

$2.00

Output Price per Million Tokens

Gemma 3 12B

$0.15

GPT-4.1

$8.00

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

Gemma 3 12B Quirks & Gotchas

No developer gotchas reported.

GPT-4.1 Quirks & Gotchas

  • โ–ธStrong tool-calling reliability โ€” good migration path from GPT-4o
  • โ–ธMigrate to GPT-5 for larger context window and improved reasoning