API cost decision in 10 seconds

NewSeed-2.0-Code vs Muse Glimmer 30B

Pick Muse Glimmer 30B for lower cost; pick Seed-2.0-Code only if the larger context window matters more.

Page updated: 2026-08-22T16:07:55Z Data confirmed: 2026-08-23T14:07:50Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Muse Glimmer 30B for lower cost; pick Seed-2.0-Code only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Muse Glimmer 30B is estimated at $1.1 vs $2 for Seed-2.0-Code, saving $0.9 (45% lower).

Cost-first pickMuse Glimmer 30B

Context-first pickSeed-2.0-Code

Sample savings$0.945%

10x traffic gap$9

Seed-2.0-Code has more context, but Muse Glimmer 30B saves $0.9 on the standard workload. At 10x that traffic, the same price gap is about $9. 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 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Seed-2.0-Code	Muse Glimmer 30B
Input-heavy / RAG	5M input + 500K output	Muse Glimmer 30B	$4	$2.5
Balanced workload	1M input + 1M output	Muse Glimmer 30B	$3.5	$1.85
Output-heavy chatbot	1M input + 5M output	Muse Glimmer 30B	$15.5	$7.85

Cheaper input Muse Glimmer 30B $0.5 vs $0.35 / 1M

Muse Glimmer 30B is $0.15 cheaper per 1M input tokens (30% lower; 1.43x difference).

Cheaper output Muse Glimmer 30B $3 vs $1.5 / 1M

Muse Glimmer 30B is $1.5 cheaper per 1M output tokens (50% lower; 2x difference).

Larger context Seed-2.0-Code 262.14K vs 131.07K

Seed-2.0-Code has 131.07K more context (2x larger).

Sample workload Muse Glimmer 30B $2 vs $1.1

Muse Glimmer 30B is $0.9 cheaper on the standard workload (45% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Seed-2.0-Code 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; Muse Glimmer 30B has the lower output price; Seed-2.0-Code offers the larger context window. For the 1M input plus 500K output sample, Muse Glimmer 30B is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $2 for Seed-2.0-Code and $1.1 for Muse Glimmer 30B.

Best Fit

Choose Seed-2.0-Code when you care most about larger context window.

Choose Muse Glimmer 30B 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 Glimmer 30B is estimated at $1.1 vs $2 for Seed-2.0-Code, saving $0.9 (45% lower).
Muse Glimmer 30B is $0.9 cheaper on the standard workload (45% lower).
Muse Glimmer 30B is $0.15 cheaper per 1M input tokens (30% lower; 1.43x difference).
Muse Glimmer 30B is $1.5 cheaper per 1M output tokens (50% lower; 2x difference).
Seed-2.0-Code has 131.07K more context (2x larger).

Head-to-Head Specs

Feature	NewSeed-2.0-Code (ByteDance Seed)	Muse Glimmer 30B (Meta)
Input Price prompt tokens per 1M	$0.5	$0.35
Completion Price per 1M tokens	$3	$1.5
Sample Workload Cost 1M input + 500K output	$2	$1.1
Context Window	262.14K	131.07K
Release Date	2026-08-12	2026-08-09

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Muse Glimmer 30B	On the standard 1M input plus 500K output workload, Muse Glimmer 30B is estimated at $1.1 vs $2 for Seed-2.0-Code, saving $0.9 (45% lower).
High-volume input processing	Muse Glimmer 30B	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Muse Glimmer 30B	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Seed-2.0-Code	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Seed 1.6 Flash can replace Seed-2.0-Code when lower sample workload cost matters most: $0.22.
Seed-2.0-Mini can replace Seed-2.0-Code when lower sample workload cost matters most: $0.3.
Seed-2.0-Lite can replace Seed-2.0-Code when lower sample workload cost matters most: $1.25.
Seed 1.6 can replace Seed-2.0-Code when lower sample workload cost matters most: $1.25.

Larger context near this budget

Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
Grok 4.20 offers 2M context with $2.5 sample workload cost.
DeepSeek V4 Flash 0731 offers 1.31M context with $0.17 sample workload cost.
DeepSeek V4 Flash Latest offers 1.31M context with $0.11 sample workload cost.

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Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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ByteDance Seed catalog

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Meta catalog

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Seed-2.0-Code

Seed 2.0 Code is a model from ByteDance Seed optimized for agentic coding. It is suited for frontend development, multilingual programming tasks, and coding-agent workflows in tools such as Claude...

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...