API cost decision in 10 seconds

New🔥MiMo-V2.6-Pro vs Muse Glimmer 30B

Pick MiMo-V2.6-Pro when budget and context both matter.

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

Budget verdict

Pick MiMo-V2.6-Pro when budget and context both matter.

On the standard 1M input plus 500K output workload, MiMo-V2.6-Pro is estimated at $0.87 vs $0.9 for Muse Glimmer 30B, saving $0.03 (3.3% lower).

Cost-first pickMiMo-V2.6-Pro
Context-first pickMiMo-V2.6-Pro
Sample savings$0.033.3%
10x traffic gap$0.3

MiMo-V2.6-Pro is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $0.3. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors Muse Glimmer 30B, balanced workload favors MiMo-V2.6-Pro, and output-heavy chatbot favors MiMo-V2.6-Pro.

Workload shapeToken mixBetter pickMiMo-V2.6-ProMuse Glimmer 30B
Input-heavy / RAG5M input + 500K outputMuse Glimmer 30B$2.61$2.1
Balanced workload1M input + 1M outputMiMo-V2.6-Pro$1.3$1.5
Output-heavy chatbot1M input + 5M outputMiMo-V2.6-Pro$4.78$6.3
Cheaper input Muse Glimmer 30B $0.435 vs $0.3 / 1M

Muse Glimmer 30B is $0.14 cheaper per 1M input tokens (31% lower; 1.45x difference).

Cheaper output MiMo-V2.6-Pro $0.87 vs $1.2 / 1M

MiMo-V2.6-Pro is $0.33 cheaper per 1M output tokens (27.5% lower; 1.38x difference).

Larger context MiMo-V2.6-Pro 1.05M vs 131.07K

MiMo-V2.6-Pro has 917.5K more context (8x larger).

Sample workload MiMo-V2.6-Pro $0.87 vs $0.9

MiMo-V2.6-Pro is $0.03 cheaper on the standard workload (3.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
MiMo-V2.6-Pro Calculating… Estimated API cost
Muse Glimmer 30B 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 Glimmer 30B has the lower input price; MiMo-V2.6-Pro has the lower output price; MiMo-V2.6-Pro offers the larger context window. For the 1M input plus 500K output sample, MiMo-V2.6-Pro is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.87 for MiMo-V2.6-Pro and $0.9 for Muse Glimmer 30B.

Best Fit

Choose MiMo-V2.6-Pro when you care most about lower output-token price, and larger context window.

Choose Muse Glimmer 30B when you care most about lower input-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, MiMo-V2.6-Pro is estimated at $0.87 vs $0.9 for Muse Glimmer 30B, saving $0.03 (3.3% lower).
  • MiMo-V2.6-Pro is $0.03 cheaper on the standard workload (3.3% lower).
  • Muse Glimmer 30B is $0.14 cheaper per 1M input tokens (31% lower; 1.45x difference).
  • MiMo-V2.6-Pro is $0.33 cheaper per 1M output tokens (27.5% lower; 1.38x difference).
  • MiMo-V2.6-Pro has 917.5K more context (8x larger).
Head-to-Head Specs
FeatureNew🔥MiMo-V2.6-Pro
(Xiaomi)
Muse Glimmer 30B
(Meta)
Input Price
prompt tokens per 1M
$0.435$0.3
Completion Price
per 1M tokens
$0.87$1.2
Sample Workload Cost
1M input + 500K output
$0.87$0.9
Context Window1.05M131.07K
Release Date
Popularity#1

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMiMo-V2.6-ProOn the standard 1M input plus 500K output workload, MiMo-V2.6-Pro is estimated at $0.87 vs $0.9 for Muse Glimmer 30B, saving $0.03 (3.3% lower).
High-volume input processingMuse Glimmer 30BLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMiMo-V2.6-ProLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workMiMo-V2.6-ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • MiMo-V2-Flash can replace MiMo-V2.6-Pro when lower sample workload cost matters most: $0.25.
  • MiMo-V2.5 can replace MiMo-V2.6-Pro when lower sample workload cost matters most: $0.28.
  • MiMo-V2.6-Flash can replace MiMo-V2.6-Pro when lower sample workload cost matters most: $0.28.
  • Llama 3.3 70B Instruct (free) can replace Muse Glimmer 30B when lower sample workload cost matters most: $0.

Cheaper alternatives

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

Open cheapest models

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.

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-V2.6-Pro

MiMo-V2.6-Pro is the flagship foundation model developed by Xiaomi. Built at a scale of over 1T parameters, it is designed to push the ceiling of capability for the most demanding...

Muse Glimmer 30B

Muse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware. It is suited for long-horizon...