Moondream vs Nex Agi

Moondream lists 2 models and Nex Agi 7. Nex Agi is cheaper on a typical model ($0.12 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.

At a glance

MoondreamNex Agi
Models listed27
Models with published pricing27
Typical price (median, 3:1 blend per 1M)$0.85$0.12
Cheapest paid modelMoondream: Moondream 3 Preview ($0.85)Nex AGI: Nex-N2-Mini ($0.04)
Longest contextMoondream: Moondream 3 Preview (32K)Nex AGI: Nex-N2-Mini (262K)
Free models02
Newest modelMoondream: Moondream 3 Preview (2026-10-15)Nex AGI: Nex-N2.5-Mini (2026-09-08)
Price changes in the last 90 days00

What each costs for real workloads

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)MoondreamNex Agi
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$72.50 with Moondream: Moondream 3 Preview$3.88 with Nex AGI: Nex-N2-Mini
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages
$61.00 with Moondream: Moondream 3 Preview$4.00 with Nex AGI: Nex-N2-Mini
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context
no suitable model$4.20 with Nex AGI: Nex-N2-Mini
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page
$39.00 with Moondream: Moondream 3 Preview$2.60 with Nex AGI: Nex-N2-Mini
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass
no suitable model$1.35 with Nex AGI: Nex-N2-Mini

Cheapest model for each capability

You needMoondreamNex Agi
Any modelMoondream: Moondream 3 Preview ($0.85)Nex AGI: Nex-N2-Mini ($0.04)
With tool callingnone listedNex AGI: Nex-N2-Mini ($0.04)
With image inputMoondream: Moondream 3 Preview ($0.85)Nex AGI: Nex-N2-Mini ($0.04)
With reasoning modeMoondream: Moondream 3 Preview ($0.85)Nex AGI: Nex-N2-Mini ($0.04)
128K+ contextnone listedNex AGI: Nex-N2-Mini ($0.04)
1M+ contextnone listednone listed

Line-up by type and price tier

Model typeMoondreamNex Agi
text+image->text26
text->text01
Price per 1M (3:1 blend)MoondreamNex Agi
Free02
Under $0.5005
$0.50 – $320
$3 – $1000
$10 and up00

Frequently asked questions

How does Moondream cost compare with Nex Agi cost?

Nex Agi is cheaper on a typical model: a median of $0.12 per 1M tokens (3:1 input/output) against $0.85 for Moondream. The cheapest paid models are Moondream: Moondream 3 Preview at $0.85 and Nex AGI: Nex-N2-Mini at $0.04.

Is Moondream better than Nex Agi?

It depends on the job: Nex Agi offers the broader line-up (2 models vs 7), Nex Agi the lower typical price, Nex Agi the longest context (262K tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.

Which has more models, Moondream or Nex Agi?

Nex Agi: Moondream lists 2 models and Nex Agi lists 7.

Which provider has the longest context window?

Nex Agi: Moondream's longest is Moondream: Moondream 3 Preview at 32K tokens; Nex Agi's is Nex AGI: Nex-N2-Mini at 262K.

Do Moondream or Nex Agi offer free models?

Moondream: none. Nex Agi: 2 free models (e.g. Nex AGI: Nex-N2.5-Mini (free)).

Which provider has models that can read images?

Moondream: 2 of 2 models accept images. Nex Agi: 6 of 7.

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