API cost decision in 10 seconds

GPT-5.4 Pro vs Ministral 3 14B 2512

Pick Ministral 3 14B 2512 for lower cost; pick GPT-5.4 Pro 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 Ministral 3 14B 2512 for lower cost; pick GPT-5.4 Pro only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Ministral 3 14B 2512 is estimated at $0.3 vs $120 for GPT-5.4 Pro, saving $119.7 (99.8% lower).

Cost-first pickMinistral 3 14B 2512
Context-first pickGPT-5.4 Pro
Sample savings$119.799.8%
10x traffic gap$1197

GPT-5.4 Pro has more context, but Ministral 3 14B 2512 saves $119.7 on the standard workload. At 10x that traffic, the same price gap is about $1197. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Ministral 3 14B 2512 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.4 ProMinistral 3 14B 2512
Input-heavy / RAG5M input + 500K outputMinistral 3 14B 2512$240$1.1
Balanced workload1M input + 1M outputMinistral 3 14B 2512$210$0.4
Output-heavy chatbot1M input + 5M outputMinistral 3 14B 2512$930$1.2
Cheaper input Ministral 3 14B 2512 $30 vs $0.2 / 1M

Ministral 3 14B 2512 is $29.8 cheaper per 1M input tokens (99.3% lower; 150x difference).

Cheaper output Ministral 3 14B 2512 $180 vs $0.2 / 1M

Ministral 3 14B 2512 is $179.8 cheaper per 1M output tokens (99.9% lower; 900x difference).

Larger context GPT-5.4 Pro 1.05M vs 262.14K

GPT-5.4 Pro has 787.86K more context (4.01x larger).

Sample workload Ministral 3 14B 2512 $120 vs $0.3

Ministral 3 14B 2512 is $119.7 cheaper on the standard workload (99.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.4 Pro Calculating… Estimated API cost
Ministral 3 14B 2512 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

Ministral 3 14B 2512 has the lower input price; Ministral 3 14B 2512 has the lower output price; GPT-5.4 Pro offers the larger context window. For the 1M input plus 500K output sample, Ministral 3 14B 2512 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $120 for GPT-5.4 Pro and $0.3 for Ministral 3 14B 2512.

Best Fit

Choose GPT-5.4 Pro when you care most about larger context window.

Choose Ministral 3 14B 2512 when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Ministral 3 14B 2512 is estimated at $0.3 vs $120 for GPT-5.4 Pro, saving $119.7 (99.8% lower).
  • Ministral 3 14B 2512 is $119.7 cheaper on the standard workload (99.8% lower).
  • Ministral 3 14B 2512 is $29.8 cheaper per 1M input tokens (99.3% lower; 150x difference).
  • Ministral 3 14B 2512 is $179.8 cheaper per 1M output tokens (99.9% lower; 900x difference).
  • GPT-5.4 Pro has 787.86K more context (4.01x larger).
Head-to-Head Specs
FeatureGPT-5.4 Pro
(OpenAI)
Ministral 3 14B 2512
(Mistral)
Input Price
prompt tokens per 1M
$30$0.2
Completion Price
per 1M tokens
$180$0.2
Sample Workload Cost
1M input + 500K output
$120$0.3
Context Window1.05M262.14K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMinistral 3 14B 2512On the standard 1M input plus 500K output workload, Ministral 3 14B 2512 is estimated at $0.3 vs $120 for GPT-5.4 Pro, saving $119.7 (99.8% lower).
High-volume input processingMinistral 3 14B 2512Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMinistral 3 14B 2512Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.4 ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-5.4 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.4 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.4 Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.4 Pro when lower sample workload cost matters most: $0.13.
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The largest model in the Ministral 3 family, Ministral 3 14B offers frontier capabilities and performance comparable to its larger Mistral Small 3.2 24B counterpart. A powerful and efficient language...