Alfredpros 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.
| Alfredpros | Moondream | |
|---|---|---|
| Models listed | 1 | 2 |
| Models with published pricing | 1 | 2 |
| Typical price (median, 3:1 blend per 1M) | $0.90 | $0.85 |
| Cheapest paid model | AlfredPros: CodeLLaMa 7B Instruct Solidity ($0.90) | Moondream: Moondream 3 Preview ($0.85) |
| Longest context | AlfredPros: CodeLLaMa 7B Instruct Solidity (4K) | Moondream: Moondream 3 Preview (32K) |
| Free models | 0 | 0 |
| Newest model | AlfredPros: CodeLLaMa 7B Instruct Solidity (2025-04-14) | 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) | Alfredpros | Moondream |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $84.00 with AlfredPros: CodeLLaMa 7B Instruct Solidity | $72.50 with Moondream: Moondream 3 Preview |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | no suitable model | $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 | no suitable model | no suitable model |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | no suitable model | $39.00 with Moondream: Moondream 3 Preview |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | no suitable model | no suitable model |
| You need | Alfredpros | Moondream |
|---|---|---|
| Any model | AlfredPros: CodeLLaMa 7B Instruct Solidity ($0.90) | Moondream: Moondream 3 Preview ($0.85) |
| With tool calling | none listed | none listed |
| With image input | none listed | Moondream: Moondream 3 Preview ($0.85) |
| With reasoning mode | none listed | Moondream: Moondream 3 Preview ($0.85) |
| 128K+ context | none listed | none listed |
| 1M+ context | none listed | none listed |
| Model type | Alfredpros | Moondream |
|---|---|---|
| text+image->text | 0 | 2 |
| text->text | 1 | 0 |
| Price per 1M (3:1 blend) | Alfredpros | Moondream |
|---|---|---|
| Free | 0 | 0 |
| Under $0.50 | 0 | 0 |
| $0.50 – $3 | 1 | 2 |
| $3 – $10 | 0 | 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 $0.90 for Alfredpros. The cheapest paid models are AlfredPros: CodeLLaMa 7B Instruct Solidity at $0.90 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, Moondream the longest context (32K tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Moondream: Alfredpros lists 1 models and Moondream lists 2.
Moondream: Alfredpros's longest is AlfredPros: CodeLLaMa 7B Instruct Solidity at 4K tokens; Moondream's is Moondream: Moondream 3 Preview at 32K.
Neither lists a free model; both are pay-per-token.
Alfredpros: 0 of 1 models accept images. Moondream: 2 of 2.