API cost decision in 10 seconds

Ministral 3 8B 2512 vs Qwen3 Coder 480B A35B

Pick Ministral 3 8B 2512 for lower cost; pick Qwen3 Coder 480B A35B 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 8B 2512 for lower cost; pick Qwen3 Coder 480B A35B only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Ministral 3 8B 2512 is estimated at $0.22 vs $1.12 for Qwen3 Coder 480B A35B, saving $0.9 (79.9% lower).

Cost-first pickMinistral 3 8B 2512
Context-first pickQwen3 Coder 480B A35B
Sample savings$0.979.9%
10x traffic gap$8.95

Qwen3 Coder 480B A35B has more context, but Ministral 3 8B 2512 saves $0.9 on the standard workload. At 10x that traffic, the same price gap is about $8.95. 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 8B 2512 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickMinistral 3 8B 2512Qwen3 Coder 480B A35B
Input-heavy / RAG5M input + 500K outputMinistral 3 8B 2512$0.82$2
Balanced workload1M input + 1M outputMinistral 3 8B 2512$0.3$2.02
Output-heavy chatbot1M input + 5M outputMinistral 3 8B 2512$0.9$9.22
Cheaper input Ministral 3 8B 2512 $0.15 vs $0.22 / 1M

Ministral 3 8B 2512 is $0.07 cheaper per 1M input tokens (31.8% lower; 1.47x difference).

Cheaper output Ministral 3 8B 2512 $0.15 vs $1.8 / 1M

Ministral 3 8B 2512 is $1.65 cheaper per 1M output tokens (91.7% lower; 12x difference).

Larger context Qwen3 Coder 480B A35B 262.14K vs 1.05M

Qwen3 Coder 480B A35B has 786.43K more context (4x larger).

Sample workload Ministral 3 8B 2512 $0.22 vs $1.12

Ministral 3 8B 2512 is $0.9 cheaper on the standard workload (79.9% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Ministral 3 8B 2512 Calculating… Estimated API cost
Qwen3 Coder 480B A35B 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 8B 2512 has the lower input price; Ministral 3 8B 2512 has the lower output price; Qwen3 Coder 480B A35B offers the larger context window. For the 1M input plus 500K output sample, Ministral 3 8B 2512 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.22 for Ministral 3 8B 2512 and $1.12 for Qwen3 Coder 480B A35B.

Best Fit

Choose Ministral 3 8B 2512 when you care most about lower input-token price, and lower output-token price.

Choose Qwen3 Coder 480B A35B when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Ministral 3 8B 2512 is estimated at $0.22 vs $1.12 for Qwen3 Coder 480B A35B, saving $0.9 (79.9% lower).
  • Ministral 3 8B 2512 is $0.9 cheaper on the standard workload (79.9% lower).
  • Ministral 3 8B 2512 is $0.07 cheaper per 1M input tokens (31.8% lower; 1.47x difference).
  • Ministral 3 8B 2512 is $1.65 cheaper per 1M output tokens (91.7% lower; 12x difference).
  • Qwen3 Coder 480B A35B has 786.43K more context (4x larger).
Head-to-Head Specs
FeatureMinistral 3 8B 2512
(Mistral)		Qwen3 Coder 480B A35B
(Qwen)
Input Price
prompt tokens per 1M		$0.15$0.22
Completion Price
per 1M tokens		$0.15$1.8
Sample Workload Cost
1M input + 500K output		$0.22$1.12
Context Window262.14K1.05M
Release Date
Popularity#89#97

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMinistral 3 8B 2512On the standard 1M input plus 500K output workload, Ministral 3 8B 2512 is estimated at $0.22 vs $1.12 for Qwen3 Coder 480B A35B, saving $0.9 (79.9% lower).
High-volume input processingMinistral 3 8B 2512Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMinistral 3 8B 2512Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workQwen3 Coder 480B A35BA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Mistral Nemo can replace Ministral 3 8B 2512 when lower sample workload cost matters most: $0.04.
  • Mistral Small 3 can replace Ministral 3 8B 2512 when lower sample workload cost matters most: $0.09.
  • Ministral 3 3B 2512 can replace Ministral 3 8B 2512 when lower sample workload cost matters most: $0.15.
  • Mistral Small 3.2 24B can replace Ministral 3 8B 2512 when lower sample workload cost matters most: $0.17.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Owl Alpha offers 1.05M context with $0 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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Mistral catalog

Review all tracked Mistral models before deciding whether this matchup is the right shortlist.

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Qwen catalog

Check other Qwen models with comparable pricing, context, or release timing.

Open Qwen models
Ministral 3 8B 2512

A balanced model in the Ministral 3 family, Ministral 3 8B is a powerful, efficient tiny language model with vision capabilities.

Qwen3 Coder 480B A35B

Qwen3-Coder-480B-A35B-Instruct is a Mixture-of-Experts (MoE) code generation model developed by the Qwen team. It is optimized for agentic coding tasks such as function calling, tool use, and long-context reasoning over...