Inclusionai lists 13 models and Moondream 2. Inclusionai is cheaper on a typical model ($0.08 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
| Inclusionai | Moondream | |
|---|---|---|
| Models listed | 13 | 2 |
| Models with published pricing | 13 | 2 |
| Typical price (median, 3:1 blend per 1M) | $0.08 | $0.85 |
| Cheapest paid model | inclusionAI: Ling-2.6-flash ($0.01) | Moondream: Moondream 3 Preview ($0.85) |
| Longest context | inclusionAI: Ling 3.0 Flash (262K) | Moondream: Moondream 3 Preview (32K) |
| Free models | 5 | 0 |
| Newest model | inclusionAI: Ling 3.1 Flash (2026-10-02) | Moondream: Moondream 3 Preview (2026-10-15) |
| Price changes in the last 90 days | 5 | 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) | Inclusionai | Moondream |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $1.35 with inclusionAI: Ling-2.6-flash | $72.50 with Moondream: Moondream 3 Preview |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $1.50 with inclusionAI: Ling-2.6-flash | $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 | $1.56 with inclusionAI: Ling-2.6-flash | no suitable model |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $0.98 with inclusionAI: Ling-2.6-flash | $39.00 with Moondream: Moondream 3 Preview |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | $0.53 with inclusionAI: Ling-2.6-flash | no suitable model |
| You need | Inclusionai | Moondream |
|---|---|---|
| Any model | inclusionAI: Ling-2.6-flash ($0.01) | Moondream: Moondream 3 Preview ($0.85) |
| With tool calling | inclusionAI: Ling-2.6-flash ($0.01) | none listed |
| With image input | inclusionAI: Ling 3.0 Flash VL ($0.09) | Moondream: Moondream 3 Preview ($0.85) |
| With reasoning mode | inclusionAI: Ling 3.0 Flash ($0.03) | Moondream: Moondream 3 Preview ($0.85) |
| 128K+ context | inclusionAI: Ling-2.6-flash ($0.01) | none listed |
| 1M+ context | none listed | none listed |
| Model type | Inclusionai | Moondream |
|---|---|---|
| text+image+video->text | 2 | 0 |
| text+image->text | 0 | 2 |
| text->text | 11 | 0 |
| Price per 1M (3:1 blend) | Inclusionai | Moondream |
|---|---|---|
| Free | 5 | 0 |
| Under $0.50 | 8 | 0 |
| $0.50 – $3 | 0 | 2 |
| $3 – $10 | 0 | 0 |
| $10 and up | 0 | 0 |
Inclusionai is cheaper on a typical model: a median of $0.08 per 1M tokens (3:1 input/output) against $0.85 for Moondream. The cheapest paid models are inclusionAI: Ling-2.6-flash at $0.01 and Moondream: Moondream 3 Preview at $0.85.
It depends on the job: Inclusionai offers the broader line-up (13 models vs 2), Inclusionai the lower typical price, Inclusionai the longest context (262K tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Inclusionai: Inclusionai lists 13 models and Moondream lists 2.
Inclusionai: Inclusionai's longest is inclusionAI: Ling 3.0 Flash at 262K tokens; Moondream's is Moondream: Moondream 3 Preview at 32K.
Inclusionai: 5 free models (e.g. inclusionAI: Ling 3.0 Flash Fin (free)). Moondream: none.
Inclusionai: 2 of 13 models accept images. Moondream: 2 of 2.