Neither wins outright: Meta: Muse Glimmer 30B (batch) is the pick when you need tool / function calling, NVIDIA: Nemotron 3.5 Content Safety when cost matters at scale.
| Spec | Meta: Muse Glimmer 30B (batch) | NVIDIA: Nemotron 3.5 Content Safety |
|---|---|---|
| Provider | Meta | Nvidia |
| Input price (per 1M tokens) | $0.17 | $0.20 |
| Output price (per 1M tokens) | $0.75 | $0.20 |
| Blended price (3:1 input/output) | $0.32 | $0.20 |
| Cheaper than … of all models we track | 62% | 69% |
| Context window | 131K tokens (~197 pages) | 131K tokens (~197 pages) |
| Larger context than … of all models | 22% | 22% |
| Max output per response | 118K tokens (~88,500 words) | 118K tokens (~88,500 words) |
| Input types | text, image | text, image |
| Output types | text | text |
| Free variant | No | Yes |
| Listed since | 2026-08-09 | 2026-06-04 |
Monthly cost at list price for five common workloads. Token counts per unit are stated so you can scale them to your own traffic. A workload that does not fit a model's context window is marked rather than priced.
| Workload (per month) | Meta: Muse Glimmer 30B (batch) | NVIDIA: Nemotron 3.5 Content Safety | Difference |
|---|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation (1,500 in / 400 out tokens) | $28.12 | $19.00 | NVIDIA: Nemotron 3.5 Content Safety saves $9.12 |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages (6,000 in / 500 out tokens) | $28.50 | $26.00 | NVIDIA: Nemotron 3.5 Content Safety saves $2.50 |
| Coding / tool-using agent 2,000 tasks — each a multi-step task with tool calls and file context (60,000 in / 6,000 out tokens) | $30.00 | $26.40 | NVIDIA: Nemotron 3.5 Content Safety saves $3.60 |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page (8,000 in / 600 out tokens) | $18.50 | $17.20 | NVIDIA: Nemotron 3.5 Content Safety saves $1.30 |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass (100,000 in / 2,000 out tokens) | $9.50 | $10.20 | Meta: Muse Glimmer 30B (batch) saves $0.70 |
| Capability | Meta: Muse Glimmer 30B (batch) | NVIDIA: Nemotron 3.5 Content Safety | What it lets you do |
|---|---|---|---|
| Tool / function calling | ✓ Yes | — | call your APIs and run agent loops |
| Structured output (JSON schema) | ✓ Yes | — | return JSON that validates against your schema |
| Reasoning / thinking mode | ✓ Yes | ✓ Yes | spend extra tokens thinking before answering hard problems |
| Image input | ✓ Yes | ✓ Yes | read screenshots, charts and scanned pages |
| Audio input | — | — | take speech or audio directly |
| File / PDF input | — | — | accept documents without your own parsing step |
| Image output | — | — | generate images, not just text |
| Built-in web search | — | — | answer from live web results |
| Seed (reproducible sampling) | — | ✓ Yes | repeat a generation for tests and evals |
| Log-probabilities | ✓ Yes | — | read token confidence for classification and scoring |
From each model's published parameters and input/output types. “—” means not advertised, not proven absent.
| Date | Model | Input / 1M | Output / 1M |
|---|---|---|---|
| 2026-09-09 | Meta: Muse Glimmer 30B (batch) | $0.17 | $0.75 |
Neither wins outright: Meta: Muse Glimmer 30B (batch) is the pick when you need tool / function calling, NVIDIA: Nemotron 3.5 Content Safety when cost matters at scale. In short: Meta: Muse Glimmer 30B (batch) when you need tool / function calling, you need structured output (JSON schema), you need log-probabilities; NVIDIA: Nemotron 3.5 Content Safety when cost matters at scale, you need seed (reproducible sampling), you want to prototype at zero cost.
NVIDIA: Nemotron 3.5 Content Safety is cheaper: $0.20 vs $0.32 per 1M tokens at a typical 3:1 input/output mix, 37% less. For 50,000 support conversations a month that is $19.00 against $28.12.
Meta: Muse Glimmer 30B (batch) costs $0.17 per 1M input tokens and $0.75 per 1M output tokens; NVIDIA: Nemotron 3.5 Content Safety costs $0.20 input and $0.20 output. Output tokens are billed separately, so long answers shift the gap.
Both take 131K tokens per request — roughly 197 pages of text.
Tool calling — Meta: Muse Glimmer 30B (batch): yes, NVIDIA: Nemotron 3.5 Content Safety: not advertised. JSON-schema structured output — Meta: Muse Glimmer 30B (batch): yes, NVIDIA: Nemotron 3.5 Content Safety: not advertised.
Yes, both accept image input.
NVIDIA: Nemotron 3.5 Content Safety has a free variant (nvidia/nemotron-3.5-content-safety:free). Free variants usually carry tighter rate limits.
Meta: Muse Glimmer 30B (batch) can write up to 118K tokens (about 88,500 words) per response; NVIDIA: Nemotron 3.5 Content Safety up to 118K (about 88,500 words).
Meta: Muse Glimmer 30B (batch) was listed on 2026-08-09; NVIDIA: Nemotron 3.5 Content Safety on 2026-06-04.
Meta: Muse Glimmer 30B (batch): input price cut 50% ($0.35 → $0.17/1M), output price cut 50% ($1.50 → $0.75/1M) on 2026-09-09. NVIDIA: Nemotron 3.5 Content Safety: price unchanged since we started tracking it on 2026-09-04.
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...
Full Meta: Muse Glimmer 30B (batch) specs →NVIDIA Nemotron 3.5 Content Safety is a compact 4B-parameter multimodal guardrail model from NVIDIA, fine-tuned from Google Gemma-3-4B. It moderates both inputs to and responses from LLMs and VLMs, accepting...
Full NVIDIA: Nemotron 3.5 Content Safety specs →