API cost decision in 10 seconds

Gemma 3 12B vs GPT-5.1-Codex-Mini

Pick Gemma 3 12B for lower cost; pick GPT-5.1-Codex-Mini only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Gemma 3 12B for lower cost; pick GPT-5.1-Codex-Mini only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $1.25 for GPT-5.1-Codex-Mini, saving $1.15 (91.6% lower).

Cost-first pickGemma 3 12B
Context-first pickGPT-5.1-Codex-Mini
Sample savings$1.1591.6%
10x traffic gap$11.45

GPT-5.1-Codex-Mini has more context, but Gemma 3 12B saves $1.15 on the standard workload. At 10x that traffic, the same price gap is about $11.45. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Gemma 3 12B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGemma 3 12BGPT-5.1-Codex-Mini
Input-heavy / RAG5M input + 500K outputGemma 3 12B$0.27$2.25
Balanced workload1M input + 1M outputGemma 3 12B$0.17$2.25
Output-heavy chatbot1M input + 5M outputGemma 3 12B$0.69$10.25
Cheaper input Gemma 3 12B $0.04 vs $0.25 / 1M

Gemma 3 12B is $0.21 cheaper per 1M input tokens (84% lower; 6.25x difference).

Cheaper output Gemma 3 12B $0.13 vs $2 / 1M

Gemma 3 12B is $1.87 cheaper per 1M output tokens (93.5% lower; 15.4x difference).

Larger context GPT-5.1-Codex-Mini 131.07K vs 400K

GPT-5.1-Codex-Mini has 268.93K more context (3.05x larger).

Sample workload Gemma 3 12B $0.11 vs $1.25

Gemma 3 12B is $1.15 cheaper on the standard workload (91.6% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Gemma 3 12B Calculating… Estimated API cost
GPT-5.1-Codex-Mini Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Gemma 3 12B has the lower input price; Gemma 3 12B has the lower output price; GPT-5.1-Codex-Mini offers the larger context window. For the 1M input plus 500K output sample, Gemma 3 12B is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.11 for Gemma 3 12B and $1.25 for GPT-5.1-Codex-Mini.

Best Fit

Choose Gemma 3 12B when you care most about lower input-token price, and lower output-token price.

Choose GPT-5.1-Codex-Mini when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $1.25 for GPT-5.1-Codex-Mini, saving $1.15 (91.6% lower).
  • Gemma 3 12B is $1.15 cheaper on the standard workload (91.6% lower).
  • Gemma 3 12B is $0.21 cheaper per 1M input tokens (84% lower; 6.25x difference).
  • Gemma 3 12B is $1.87 cheaper per 1M output tokens (93.5% lower; 15.4x difference).
  • GPT-5.1-Codex-Mini has 268.93K more context (3.05x larger).
Head-to-Head Specs
FeatureGemma 3 12B
(Google)
GPT-5.1-Codex-Mini
(OpenAI)
Input Price
prompt tokens per 1M
$0.04$0.25
Completion Price
per 1M tokens
$0.13$2
Sample Workload Cost
1M input + 500K output
$0.11$1.25
Context Window131.07K400K
Release Date
Popularity#123#141

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGemma 3 12BOn the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $1.25 for GPT-5.1-Codex-Mini, saving $1.15 (91.6% lower).
High-volume input processingGemma 3 12BLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGemma 3 12BLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.1-Codex-MiniA larger context window leaves more room for retrieved passages, conversation history, or source files.

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Google catalog

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OpenAI catalog

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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,...

GPT-5.1-Codex-Mini

GPT-5.1-Codex-Mini is a smaller and faster version of GPT-5.1-Codex