Analysis Summary
Meta Muse Glimmer 30B is a multimodal Meta model with text and image input, a 131K context window, tool use, and function calling. Its pricing is low enough to make it attractive for scaled content operations, image-aware classification, document assistance, and simple workflow integrations. The context capacity is sufficient for substantial briefs and source documents.
No intelligence, coding, agentic, or instruction-following benchmark results are supplied for this model. That leaves uncertainty around factual reliability, tone control, structured output, and multi-step tool execution. The available data therefore supports its feature profile, but not a strong conclusion about client-facing quality.
Use it for a measured pilot in lower-risk content preparation, visual tagging, and internal automation. Keep human review and validation in place until independent task results establish whether it can handle higher-stakes client work.
Assessed September 1, 2026
Editorial notes
Meta Muse Glimmer 30B combines low pricing with 131K context, vision, tool use, and function calling, but the supplied record has no benchmark data for validating production quality.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
Meta Muse Glimmer 30B combines low pricing with 131K context, vision, tool use, and function calling, but the supplied record has no benchmark data for validating production quality.
How Meta: Muse Glimmer 30B compares
Its 131K-token context window is larger than 49% of the models we list. At $0.30 per million input tokens it is cheaper than 48% of comparable models.
Dark bar = input · light bar = output, scaled to the priciest peer.
1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.
Strongest on value. The pulled-in technical corner is the trade-off, and if the shape matters more than the price, this is your model.
Compare shapes side-by-side →Pricing
| Token Type | Cost per 1M tokens | Cost per 1K tokens |
|---|---|---|
| Input | $0.30 | $0.000300 |
| Output | $1.10 | $0.001100 |
What would Meta: Muse Glimmer 30B cost your business?
Pick the job that looks most like yours, then fine-tune with the sliders. Estimates update live.
A website chatbot handling around 100 customer conversations a day, a few short messages each.
Full calculator with 748 models → Price Calculator
These numbers get smaller with the right architecture.
We route routine calls to cheap models and save Meta: Muse Glimmer 30B for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout Meta: 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..
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Frequently asked questions about Meta: Muse Glimmer 30B
How much does Meta: Muse Glimmer 30B cost?
Meta: Muse Glimmer 30B costs $0.30 per million input tokens and $1.10 per million output tokens.
What is the context window of Meta: Muse Glimmer 30B?
Meta: Muse Glimmer 30B has a context window of 131,072 tokens (131K).
What can Meta: Muse Glimmer 30B do?
Meta: Muse Glimmer 30B supports image/vision input, tool use, and function calling.
Who created Meta: Muse Glimmer 30B?
Meta: Muse Glimmer 30B is developed by Meta and was released on August 9, 2026.
Data sourced from the OpenRouter API, Artificial Analysis, the Hugging Face Open LLM Leaderboard and our own internal testing. Scores are editorially curated by our team.
Last updated: September 3, 2026 8:38 pm