API cost decision in 10 seconds

NewMoondream 3 Preview vs NewGemini 4 Argon

Pick Moondream 3 Preview for lower cost; pick Gemini 4 Argon only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Moondream 3 Preview for lower cost; pick Gemini 4 Argon only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Moondream 3 Preview is estimated at $1.55 vs $7 for Gemini 4 Argon, saving $5.45 (77.9% lower).

Cost-first pickMoondream 3 Preview
Context-first pickGemini 4 Argon
Sample savings$5.4577.9%
10x traffic gap$54.5

Gemini 4 Argon has more context, but Moondream 3 Preview saves $5.45 on the standard workload. At 10x that traffic, the same price gap is about $54.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Moondream 3 Preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickMoondream 3 PreviewGemini 4 Argon
Input-heavy / RAG5M input + 500K outputMoondream 3 Preview$2.75$15
Balanced workload1M input + 1M outputMoondream 3 Preview$2.8$12
Output-heavy chatbot1M input + 5M outputMoondream 3 Preview$12.8$52
Cheaper input Moondream 3 Preview $0.3 vs $2 / 1M

Moondream 3 Preview is $1.7 cheaper per 1M input tokens (85% lower; 6.67x difference).

Cheaper output Moondream 3 Preview $2.5 vs $10 / 1M

Moondream 3 Preview is $7.5 cheaper per 1M output tokens (75% lower; 4x difference).

Larger context Gemini 4 Argon 32K vs 1.05M

Gemini 4 Argon has 1.02M more context (32.8x larger).

Sample workload Moondream 3 Preview $1.55 vs $7

Moondream 3 Preview is $5.45 cheaper on the standard workload (77.9% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Moondream 3 Preview Calculating… Estimated API cost
Gemini 4 Argon Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Moondream 3 Preview has the lower input price; Moondream 3 Preview has the lower output price; Gemini 4 Argon offers the larger context window. For the 1M input plus 500K output sample, Moondream 3 Preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.55 for Moondream 3 Preview and $7 for Gemini 4 Argon.

Best Fit

Choose Moondream 3 Preview when you care most about lower input-token price, and lower output-token price.

Choose Gemini 4 Argon when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Moondream 3 Preview is estimated at $1.55 vs $7 for Gemini 4 Argon, saving $5.45 (77.9% lower).
  • Moondream 3 Preview is $5.45 cheaper on the standard workload (77.9% lower).
  • Moondream 3 Preview is $1.7 cheaper per 1M input tokens (85% lower; 6.67x difference).
  • Moondream 3 Preview is $7.5 cheaper per 1M output tokens (75% lower; 4x difference).
  • Gemini 4 Argon has 1.02M more context (32.8x larger).
Head-to-Head Specs
FeatureNewMoondream 3 Preview
(Moondream)
NewGemini 4 Argon
(Google)
Input Price
prompt tokens per 1M
$0.3$2
Completion Price
per 1M tokens
$2.5$10
Sample Workload Cost
1M input + 500K output
$1.55$7
Context Window32K1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMoondream 3 PreviewOn the standard 1M input plus 500K output workload, Moondream 3 Preview is estimated at $1.55 vs $7 for Gemini 4 Argon, saving $5.45 (77.9% lower).
High-volume input processingMoondream 3 PreviewLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMoondream 3 PreviewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGemini 4 ArgonA larger context window leaves more room for retrieved passages, conversation history, or source files.

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Provider catalogs

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Moondream catalog

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Google catalog

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Moondream 3 Preview

Moondream 3 Preview is a vision-language model from Moondream with 9B total parameters and 2B active (mixture-of-experts). It handles visual question answering, captioning, OCR, and visual reasoning over images, with...

Gemini 4 Argon

Gemini 4 Argon is Google's flagship reasoning model, built for complex software engineering, deep mathematical and scientific problem solving, and autonomous multi-step agents. Google trained it to keep context across...