API cost decision in 10 seconds

🔥DeepSeek V4 Pro 0423 vs Muse Glimmer 30B (batch)

Pick Muse Glimmer 30B (batch) for lower cost; pick DeepSeek V4 Pro 0423 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 Glimmer 30B (batch) for lower cost; pick DeepSeek V4 Pro 0423 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Muse Glimmer 30B (batch) is estimated at $1.1 vs $1.48 for DeepSeek V4 Pro 0423, saving $0.38 (25.8% lower).

Cost-first pickMuse Glimmer 30B (batch)
Context-first pickDeepSeek V4 Pro 0423
Sample savings$0.3825.8%
10x traffic gap$3.83

DeepSeek V4 Pro 0423 has more context, but Muse Glimmer 30B (batch) saves $0.38 on the standard workload. At 10x that traffic, the same price gap is about $3.83. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Muse Glimmer 30B (batch) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickDeepSeek V4 Pro 0423Muse Glimmer 30B (batch)
Input-heavy / RAG5M input + 500K outputMuse Glimmer 30B (batch)$4.45$2.5
Balanced workload1M input + 1M outputMuse Glimmer 30B (batch)$2.22$1.85
Output-heavy chatbot1M input + 5M outputMuse Glimmer 30B (batch)$8.16$7.85
Cheaper input Muse Glimmer 30B (batch) $0.7416 vs $0.35 / 1M

Muse Glimmer 30B (batch) is $0.39 cheaper per 1M input tokens (52.8% lower; 2.12x difference).

Cheaper output DeepSeek V4 Pro 0423 $1.4832 vs $1.5 / 1M

DeepSeek V4 Pro 0423 is $0.02 cheaper per 1M output tokens (1.1% lower; 1.01x difference).

Larger context DeepSeek V4 Pro 0423 1.05M vs 131.07K

DeepSeek V4 Pro 0423 has 917.5K more context (8x larger).

Sample workload Muse Glimmer 30B (batch) $1.48 vs $1.1

Muse Glimmer 30B (batch) is $0.38 cheaper on the standard workload (25.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
DeepSeek V4 Pro 0423 Calculating… Estimated API cost
Muse Glimmer 30B (batch) 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 (batch) has the lower input price; DeepSeek V4 Pro 0423 has the lower output price; DeepSeek V4 Pro 0423 offers the larger context window. For the 1M input plus 500K output sample, Muse Glimmer 30B (batch) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.48 for DeepSeek V4 Pro 0423 and $1.1 for Muse Glimmer 30B (batch).

Best Fit

Choose DeepSeek V4 Pro 0423 when you care most about lower output-token price, and larger context window.

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

Decision Notes
  • On the standard 1M input plus 500K output workload, Muse Glimmer 30B (batch) is estimated at $1.1 vs $1.48 for DeepSeek V4 Pro 0423, saving $0.38 (25.8% lower).
  • Muse Glimmer 30B (batch) is $0.38 cheaper on the standard workload (25.8% lower).
  • Muse Glimmer 30B (batch) is $0.39 cheaper per 1M input tokens (52.8% lower; 2.12x difference).
  • DeepSeek V4 Pro 0423 is $0.02 cheaper per 1M output tokens (1.1% lower; 1.01x difference).
  • DeepSeek V4 Pro 0423 has 917.5K more context (8x larger).
Head-to-Head Specs
Feature🔥DeepSeek V4 Pro 0423
(DeepSeek)
Muse Glimmer 30B (batch)
(Meta)
Input Price
prompt tokens per 1M
$0.7416$0.35
Completion Price
per 1M tokens
$1.4832$1.5
Sample Workload Cost
1M input + 500K output
$1.48$1.1
Context Window1.05M131.07K
Release Date
Popularity#9

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMuse Glimmer 30B (batch)On the standard 1M input plus 500K output workload, Muse Glimmer 30B (batch) is estimated at $1.1 vs $1.48 for DeepSeek V4 Pro 0423, saving $0.38 (25.8% lower).
High-volume input processingMuse Glimmer 30B (batch)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsDeepSeek V4 Pro 0423Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workDeepSeek V4 Pro 0423A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

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

DeepSeek catalog

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

Open DeepSeek models

Meta catalog

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

Open Meta models
DeepSeek V4 Pro 0423

DeepSeek V4 Pro is a large-scale Mixture-of-Experts model from DeepSeek with 1.6T total parameters and 49B activated parameters, supporting a 1M-token context window. It is designed for advanced reasoning, coding,...

Muse Glimmer 30B (batch)

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...