Moondream lists 2 models and Nvidia 22. Nvidia is cheaper on a typical model ($0.20 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
| Moondream | Nvidia | |
|---|---|---|
| Models listed | 2 | 22 |
| Models with published pricing | 2 | 22 |
| Typical price (median, 3:1 blend per 1M) | $0.85 | $0.20 |
| Cheapest paid model | Moondream: Moondream 3 Preview ($0.85) | NVIDIA: Switchyard ($-1000000.0000) |
| Longest context | Moondream: Moondream 3 Preview (32K) | NVIDIA: Nemotron 3.5 Super VL (1.0M) |
| Free models | 0 | 9 |
| Newest model | Moondream: Moondream 3 Preview (2026-10-15) | NVIDIA: Nemotron 3.5 Super VL (2026-10-15) |
| Price changes in the last 90 days | 0 | 34 |
For each workload: the cheapest model from each provider that can actually do it (fits the context window; tool calling required for the agent), and its monthly cost at list price.
| Workload (per month) | Moondream | Nvidia |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $72.50 with Moondream: Moondream 3 Preview | $-95000000.0000 with NVIDIA: Switchyard |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $61.00 with Moondream: Moondream 3 Preview | $-130000000.0000 with NVIDIA: Switchyard |
| Coding / tool-using agent 2,000 tasks — each a multi-step task with tool calls and file context | no suitable model | $6.72 with NVIDIA: Nemotron Nano 9B V2 |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $39.00 with Moondream: Moondream 3 Preview | $-86000000.0000 with NVIDIA: Switchyard |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | no suitable model | $-51000000.0000 with NVIDIA: Switchyard |
| You need | Moondream | Nvidia |
|---|---|---|
| Any model | Moondream: Moondream 3 Preview ($0.85) | NVIDIA: Switchyard ($-1000000.0000) |
| With tool calling | none listed | NVIDIA: Nemotron Nano 9B V2 ($0.07) |
| With image input | Moondream: Moondream 3 Preview ($0.85) | NVIDIA: Nemotron 3.5 Content Safety ($0.20) |
| With reasoning mode | Moondream: Moondream 3 Preview ($0.85) | NVIDIA: Nemotron Nano 9B V2 ($0.07) |
| 128K+ context | none listed | NVIDIA: Switchyard ($-1000000.0000) |
| 1M+ context | none listed | NVIDIA: Switchyard ($-1000000.0000) |
| Model type | Moondream | Nvidia |
|---|---|---|
| text+image+audio+video->text | 0 | 1 |
| text+image+video->text | 0 | 4 |
| text+image->text | 2 | 2 |
| text->text | 0 | 15 |
| Price per 1M (3:1 blend) | Moondream | Nvidia |
|---|---|---|
| Free | 0 | 9 |
| Under $0.50 | 0 | 8 |
| $0.50 – $3 | 2 | 4 |
| $3 – $10 | 0 | 0 |
| $10 and up | 0 | 0 |
Nvidia is cheaper on a typical model: a median of $0.20 per 1M tokens (3:1 input/output) against $0.85 for Moondream. The cheapest paid models are Moondream: Moondream 3 Preview at $0.85 and NVIDIA: Switchyard at $-1000000.0000.
It depends on the job: Nvidia offers the broader line-up (2 models vs 22), Nvidia the lower typical price, Nvidia the longest context (1.0M tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Nvidia: Moondream lists 2 models and Nvidia lists 22.
Nvidia: Moondream's longest is Moondream: Moondream 3 Preview at 32K tokens; Nvidia's is NVIDIA: Nemotron 3.5 Super VL at 1.0M.
Moondream: none. Nvidia: 9 free models (e.g. NVIDIA: Nemotron 3 Nano 30B A3B (free)).
Moondream: 2 of 2 models accept images. Nvidia: 7 of 22.