Kwaipilot lists 4 models and Moondream 2. Kwaipilot is cheaper on a typical model ($0.44 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
| Kwaipilot | Moondream | |
|---|---|---|
| Models listed | 4 | 2 |
| Models with published pricing | 4 | 2 |
| Typical price (median, 3:1 blend per 1M) | $0.44 | $0.85 |
| Cheapest paid model | Kwaipilot: KAT-Coder-Air V2.5 ($0.26) | Moondream: Moondream 3 Preview ($0.85) |
| Longest context | Kwaipilot: KAT-Coder-Pro V2 (262K) | Moondream: Moondream 3 Preview (32K) |
| Free models | 0 | 0 |
| Newest model | Kwaipilot: KAT-Coder-Air V2.5 (2026-07-10) | 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) | Kwaipilot | Moondream |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $23.25 with Kwaipilot: KAT-Coder-Air V2.5 | $72.50 with Moondream: Moondream 3 Preview |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $24.00 with Kwaipilot: KAT-Coder-Air V2.5 | $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 | $25.20 with Kwaipilot: KAT-Coder-Air V2.5 | no suitable model |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $15.60 with Kwaipilot: KAT-Coder-Air V2.5 | $39.00 with Moondream: Moondream 3 Preview |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | $8.10 with Kwaipilot: KAT-Coder-Air V2.5 | no suitable model |
| You need | Kwaipilot | Moondream |
|---|---|---|
| Any model | Kwaipilot: KAT-Coder-Air V2.5 ($0.26) | Moondream: Moondream 3 Preview ($0.85) |
| With tool calling | Kwaipilot: KAT-Coder-Air V2.5 ($0.26) | 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 | Kwaipilot: KAT-Coder-Air V2.5 ($0.26) | none listed |
| 1M+ context | none listed | none listed |
| Model type | Kwaipilot | Moondream |
|---|---|---|
| text+image->text | 0 | 2 |
| text->text | 4 | 0 |
| Price per 1M (3:1 blend) | Kwaipilot | Moondream |
|---|---|---|
| Free | 0 | 0 |
| Under $0.50 | 2 | 0 |
| $0.50 – $3 | 2 | 2 |
| $3 – $10 | 0 | 0 |
| $10 and up | 0 | 0 |
Kwaipilot is cheaper on a typical model: a median of $0.44 per 1M tokens (3:1 input/output) against $0.85 for Moondream. The cheapest paid models are Kwaipilot: KAT-Coder-Air V2.5 at $0.26 and Moondream: Moondream 3 Preview at $0.85.
It depends on the job: Kwaipilot offers the broader line-up (4 models vs 2), Kwaipilot the lower typical price, Kwaipilot the longest context (262K tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Kwaipilot: Kwaipilot lists 4 models and Moondream lists 2.
Kwaipilot: Kwaipilot's longest is Kwaipilot: KAT-Coder-Pro V2 at 262K tokens; Moondream's is Moondream: Moondream 3 Preview at 32K.
Neither lists a free model; both are pay-per-token.
Kwaipilot: 0 of 4 models accept images. Moondream: 2 of 2.