Moondream vs Relace

Moondream lists 2 models and Relace 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.

At a glance

MoondreamRelace
Models listed22
Models with published pricing22
Typical price (median, 3:1 blend per 1M)$0.85$1.23
Cheapest paid modelMoondream: Moondream 3 Preview ($0.85)Relace: Relace Apply 3 ($0.95)
Longest contextMoondream: Moondream 3 Preview (32K)Relace: Relace Apply 3 (256K)
Free models00
Newest modelMoondream: Moondream 3 Preview (2026-10-15)Relace: Relace Search (2025-12-08)
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)MoondreamRelace
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$72.50 with Moondream: Moondream 3 Preview$88.75 with Relace: Relace Apply 3
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages
$61.00 with Moondream: Moondream 3 Preview$115 with Relace: Relace Apply 3
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context
no suitable model$156 with Relace: Relace Search
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page
$39.00 with Moondream: Moondream 3 Preview$75.50 with Relace: Relace Apply 3
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass
no suitable model$43.75 with Relace: Relace Apply 3

Cheapest model for each capability

You needMoondreamRelace
Any modelMoondream: Moondream 3 Preview ($0.85)Relace: Relace Apply 3 ($0.95)
With tool callingnone listedRelace: Relace Search ($1.50)
With image inputMoondream: Moondream 3 Preview ($0.85)none listed
With reasoning modeMoondream: Moondream 3 Preview ($0.85)none listed
128K+ contextnone listedRelace: Relace Apply 3 ($0.95)
1M+ contextnone listednone listed

Line-up by type and price tier

Model typeMoondreamRelace
text+image->text20
text->text02
Price per 1M (3:1 blend)MoondreamRelace
Free00
Under $0.5000
$0.50 – $322
$3 – $1000
$10 and up00

Frequently asked questions

How does Moondream cost compare with Relace cost?

Moondream is cheaper on a typical model: a median of $0.85 per 1M tokens (3:1 input/output) against $1.23 for Relace. The cheapest paid models are Moondream: Moondream 3 Preview at $0.85 and Relace: Relace Apply 3 at $0.95.

Is Moondream better than Relace?

It depends on the job: both list 2 models, Moondream the lower typical price, Relace the longest context (256K tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.

Which has more models, Moondream or Relace?

Neither — both list 2 models.

Which provider has the longest context window?

Relace: Moondream's longest is Moondream: Moondream 3 Preview at 32K tokens; Relace's is Relace: Relace Apply 3 at 256K.

Do Moondream or Relace offer free models?

Neither lists a free model; both are pay-per-token.

Which provider has models that can read images?

Moondream: 2 of 2 models accept images. Relace: 0 of 2.

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