Moonshotai lists 10 models and Reflection 1. Moonshotai is cheaper on a typical model ($1.21 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
| Moonshotai | Reflection | |
|---|---|---|
| Models listed | 10 | 1 |
| Models with published pricing | 10 | 1 |
| Typical price (median, 3:1 blend per 1M) | $1.21 | $1.50 |
| Cheapest paid model | MoonshotAI: Kimi K2.5 ($1.00) | Reflection: Beam 1.0 501B A23B ($1.50) |
| Longest context | MoonshotAI: Kimi K3 (1.0M) | Reflection: Beam 1.0 501B A23B (1.0M) |
| Free models | 0 | 0 |
| Newest model | MoonshotAI: Kimi K3 (2026-07-16) | Reflection: Beam 1.0 501B A23B (2026-10-16) |
| Price changes in the last 90 days | 60 | 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) | Moonshotai | Reflection |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $87.50 with MoonshotAI: Kimi K2.5 | $135 with Reflection: Beam 1.0 501B A23B |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $85.00 with MoonshotAI: Kimi K2.5 | $150 with Reflection: Beam 1.0 501B A23B |
| Coding / tool-using agent 2,000 tasks — each a multi-step task with tool calls and file context | $90.00 with MoonshotAI: Kimi K2.5 | $156 with Reflection: Beam 1.0 501B A23B |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $55.00 with MoonshotAI: Kimi K2.5 | $98.00 with Reflection: Beam 1.0 501B A23B |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | $27.14 with MoonshotAI: Kimi K3 | $53.00 with Reflection: Beam 1.0 501B A23B |
| You need | Moonshotai | Reflection |
|---|---|---|
| Any model | MoonshotAI: Kimi K2.5 ($1.00) | Reflection: Beam 1.0 501B A23B ($1.50) |
| With tool calling | MoonshotAI: Kimi K2.5 ($1.00) | Reflection: Beam 1.0 501B A23B ($1.50) |
| With image input | MoonshotAI: Kimi K2.5 ($1.00) | none listed |
| With reasoning mode | MoonshotAI: Kimi K2.5 ($1.00) | Reflection: Beam 1.0 501B A23B ($1.50) |
| 128K+ context | MoonshotAI: Kimi K2.5 ($1.00) | Reflection: Beam 1.0 501B A23B ($1.50) |
| 1M+ context | MoonshotAI: Kimi K3 ($3.21) | Reflection: Beam 1.0 501B A23B ($1.50) |
| Model type | Moonshotai | Reflection |
|---|---|---|
| text+image+video->text | 2 | 0 |
| text+image->text | 4 | 0 |
| text->text | 4 | 1 |
| Price per 1M (3:1 blend) | Moonshotai | Reflection |
|---|---|---|
| Free | 0 | 0 |
| Under $0.50 | 0 | 0 |
| $0.50 – $3 | 8 | 1 |
| $3 – $10 | 2 | 0 |
| $10 and up | 0 | 0 |
Moonshotai is cheaper on a typical model: a median of $1.21 per 1M tokens (3:1 input/output) against $1.50 for Reflection. The cheapest paid models are MoonshotAI: Kimi K2.5 at $1.00 and Reflection: Beam 1.0 501B A23B at $1.50.
It depends on the job: Moonshotai offers the broader line-up (10 models vs 1), Moonshotai the lower typical price. The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Moonshotai: Moonshotai lists 10 models and Reflection lists 1.
It is a tie: Moonshotai's longest is MoonshotAI: Kimi K3 at 1.0M tokens; Reflection's is Reflection: Beam 1.0 501B A23B at 1.0M.
Neither lists a free model; both are pay-per-token.
Moonshotai: 6 of 10 models accept images. Reflection: 0 of 1.