API cost decision in 10 seconds

🔥MiMo-V2.5 vs NewMuse Spark 1.2 Contributor

Pick Muse Spark 1.2 Contributor for lower cost; pick MiMo-V2.5 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 Muse Spark 1.2 Contributor for lower cost; pick MiMo-V2.5 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Muse Spark 1.2 Contributor is estimated at $0.2 vs $0.28 for MiMo-V2.5, saving $0.08 (28.6% lower).

Cost-first pickMuse Spark 1.2 Contributor
Context-first pickMiMo-V2.5
Sample savings$0.0828.6%
10x traffic gap$0.8

MiMo-V2.5 has more context, but Muse Spark 1.2 Contributor saves $0.08 on the standard workload. At 10x that traffic, the same price gap is about $0.8. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Muse Spark 1.2 Contributor stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickMiMo-V2.5Muse Spark 1.2 Contributor
Input-heavy / RAG5M input + 500K outputMuse Spark 1.2 Contributor$0.84$0.6
Balanced workload1M input + 1M outputMuse Spark 1.2 Contributor$0.42$0.3
Output-heavy chatbot1M input + 5M outputMuse Spark 1.2 Contributor$1.54$1.1
Cheaper input Muse Spark 1.2 Contributor $0.14 vs $0.1 / 1M

Muse Spark 1.2 Contributor is $0.04 cheaper per 1M input tokens (28.6% lower; 1.4x difference).

Cheaper output Muse Spark 1.2 Contributor $0.28 vs $0.2 / 1M

Muse Spark 1.2 Contributor is $0.08 cheaper per 1M output tokens (28.6% lower; 1.4x difference).

Larger context MiMo-V2.5 1.05M vs 1.05M

MiMo-V2.5 has 1.42K more context (1x larger).

Sample workload Muse Spark 1.2 Contributor $0.28 vs $0.2

Muse Spark 1.2 Contributor is $0.08 cheaper on the standard workload (28.6% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
MiMo-V2.5 Calculating… Estimated API cost
Muse Spark 1.2 Contributor 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

Muse Spark 1.2 Contributor has the lower input price; Muse Spark 1.2 Contributor has the lower output price; MiMo-V2.5 offers the larger context window. For the 1M input plus 500K output sample, Muse Spark 1.2 Contributor is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.28 for MiMo-V2.5 and $0.2 for Muse Spark 1.2 Contributor.

Best Fit

Choose MiMo-V2.5 when you care most about larger context window.

Choose Muse Spark 1.2 Contributor 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, Muse Spark 1.2 Contributor is estimated at $0.2 vs $0.28 for MiMo-V2.5, saving $0.08 (28.6% lower).
  • Muse Spark 1.2 Contributor is $0.08 cheaper on the standard workload (28.6% lower).
  • Muse Spark 1.2 Contributor is $0.04 cheaper per 1M input tokens (28.6% lower; 1.4x difference).
  • Muse Spark 1.2 Contributor is $0.08 cheaper per 1M output tokens (28.6% lower; 1.4x difference).
  • MiMo-V2.5 has 1.42K more context (1x larger).
Head-to-Head Specs
Feature🔥MiMo-V2.5
(Xiaomi)
NewMuse Spark 1.2 Contributor
(Meta)
Input Price
prompt tokens per 1M
$0.14$0.1
Completion Price
per 1M tokens
$0.28$0.2
Sample Workload Cost
1M input + 500K output
$0.28$0.2
Context Window1.05M1.05M
Release Date
Popularity#2

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMuse Spark 1.2 ContributorOn the standard 1M input plus 500K output workload, Muse Spark 1.2 Contributor is estimated at $0.2 vs $0.28 for MiMo-V2.5, saving $0.08 (28.6% lower).
High-volume input processingMuse Spark 1.2 ContributorLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMuse Spark 1.2 ContributorLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workMiMo-V2.5A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

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Cheaper alternatives

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Larger context alternatives

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

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Provider catalogs

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

Open provider hubs

Xiaomi catalog

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

Open Xiaomi models

Meta catalog

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

Open Meta models
MiMo-V2.5

MiMo-V2.5 is a native omnimodal model by Xiaomi. It delivers Pro-level agentic performance at roughly half the inference cost, while surpassing MiMo-V2-Omni in multimodal perception across image and video understanding...

Muse Spark 1.2 Contributor

Muse Spark 1.2 contributor tier is a reasoning model from Meta designed for developers who want to start building at an even lower cost. It’s meaningfully cheaper than Muse Spark...