Fireworks lists 1 models and Moondream 2. Moondream is cheaper on a typical model ($0.85 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
| Fireworks | Moondream | |
|---|---|---|
| Models listed | 1 | 2 |
| Models with published pricing | 1 | 2 |
| Typical price (median, 3:1 blend per 1M) | $6.00 | $0.85 |
| Cheapest paid model | Fireworks: Ember-1 ($6.00) | Moondream: Moondream 3 Preview ($0.85) |
| Longest context | Fireworks: Ember-1 (1.0M) | Moondream: Moondream 3 Preview (32K) |
| Free models | 0 | 0 |
| Newest model | Fireworks: Ember-1 (2026-09-24) | Moondream: Moondream 3 Preview (2026-10-15) |
| Price changes in the last 90 days | 0 | 0 |
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) | Fireworks | Moondream |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $525 with Fireworks: Ember-1 | $72.50 with Moondream: Moondream 3 Preview |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $510 with Fireworks: Ember-1 | $61.00 with Moondream: Moondream 3 Preview |
| Coding / tool-using agent 2,000 tasks — each a multi-step task with tool calls and file context | $540 with Fireworks: Ember-1 | no suitable model |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $330 with Fireworks: Ember-1 | $39.00 with Moondream: Moondream 3 Preview |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | $165 with Fireworks: Ember-1 | no suitable model |
| You need | Fireworks | Moondream |
|---|---|---|
| Any model | Fireworks: Ember-1 ($6.00) | Moondream: Moondream 3 Preview ($0.85) |
| With tool calling | Fireworks: Ember-1 ($6.00) | none listed |
| With image input | Fireworks: Ember-1 ($6.00) | Moondream: Moondream 3 Preview ($0.85) |
| With reasoning mode | Fireworks: Ember-1 ($6.00) | Moondream: Moondream 3 Preview ($0.85) |
| 128K+ context | Fireworks: Ember-1 ($6.00) | none listed |
| 1M+ context | Fireworks: Ember-1 ($6.00) | none listed |
| Model type | Fireworks | Moondream |
|---|---|---|
| text+image->text | 1 | 2 |
| Price per 1M (3:1 blend) | Fireworks | Moondream |
|---|---|---|
| Free | 0 | 0 |
| Under $0.50 | 0 | 0 |
| $0.50 – $3 | 0 | 2 |
| $3 – $10 | 1 | 0 |
| $10 and up | 0 | 0 |
Moondream is cheaper on a typical model: a median of $0.85 per 1M tokens (3:1 input/output) against $6.00 for Fireworks. The cheapest paid models are Fireworks: Ember-1 at $6.00 and Moondream: Moondream 3 Preview at $0.85.
It depends on the job: Moondream offers the broader line-up (1 models vs 2), Moondream the lower typical price, Fireworks the longest context (1.0M tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Moondream: Fireworks lists 1 models and Moondream lists 2.
Fireworks: Fireworks's longest is Fireworks: Ember-1 at 1.0M tokens; Moondream's is Moondream: Moondream 3 Preview at 32K.
Neither lists a free model; both are pay-per-token.
Fireworks: 1 of 1 models accept images. Moondream: 2 of 2.