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Schematron V2 Small vs Moondream 3 Preview

Updated October 21, 2026. 0 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

Replace Schematron V2 Small Replace Moondream 3 Preview
Schematron V2 SmallInference.net
Coding
No data
Overall
No data
Output $/M
$0.23
M Moondream 3 PreviewMoondream
Coding
No data
Overall
No data
Output $/M
$2.50
vs $0.23 vs $2.50 per 1M output tokens. Schematron V2 Small is 10.9x cheaper.

Decision reading

Neither model has a coding score yet, so the two cannot be ranked on coding.

Schematron V2 Small has the edge where output tokens cost 10.9x less, and where the context window is larger, 128K against 32K tokens.

Model ASchematron V2 SmallInference.netNot benchmarkedNo coding benchmarkNo cost per solved taskModel BMoondream 3 PreviewMoondreamNot benchmarkedNo coding benchmarkNo cost per solved task
Shared results
0
Schematron V2 Small only
0
Moondream 3 Preview only
0
Like-for-like categories
0 of 9

Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Schematron V2 Small not benchmarked, Moondream 3 Preview not benchmarked.
Widest category
No category has a result for both models.
Widest single gap
No benchmark has a result for both models.
Output price
Schematron V2 Small $0.23 against Moondream 3 Preview $2.50 per million output tokens, 10.9x apart.
Context window
Schematron V2 Small takes 128K tokens, Moondream 3 Preview 32K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

CodingNot comparableSix of these boards feed the Vibe Coding Index0 boards, none shared
Coding benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 38 boards here
IntelligenceNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Intelligence benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 2 boards here
Agentic workNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Agentic work benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 39 boards here
ReasoningNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Reasoning benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 21 boards here
MathNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Math benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 13 boards here
KnowledgeNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Knowledge benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 17 boards here
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Web design benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 9 boards here
GeneralNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
General benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 46 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Schematron V2 Small and Moondream 3 Preview
BenchmarkSchematron V2 SmallMoondream 3 PreviewLeader
Neither model has a result on 5 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Schematron V2 Small$0.0002Fits in one request
Moondream 3 Preview$0.0015Fits in one request

Schematron V2 Small costs less

Repository review

50K input + 3K output tokens

Schematron V2 Small$0.0032Fits in one request
Moondream 3 Preview$0.022Exceeds the context window

Schematron V2 Small costs less

Agent loop

200K input + 10K output tokens

Schematron V2 Small$0.012Exceeds the context window
Moondream 3 Preview$0.085Exceeds the context window

Schematron V2 Small costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Schematron V2 Small and Moondream 3 Preview
SpecificationInference.net Schematron V2 SmallMoondream 3 Preview
MakerInference.netMoondream
WeightsOpen weightsOpen weights
ReleasedSeptember 12, 2026October 15, 2026
Context window128K32K
Input $/Mtok$0.05$0.30
Output $/Mtok$0.23$2.50
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Schematron V2 Small better than Moondream 3 Preview for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Schematron V2 Small has the edge where output tokens cost 10.9x less, and where the context window is larger, 128K against 32K tokens.

Which is cheaper, Schematron V2 Small or Moondream 3 Preview?

Schematron V2 Small costs $0.05 per million input tokens and $0.23 per million output tokens; Moondream 3 Preview costs $0.30 and $2.50. Cost per solved task is known for neither of them.

Which has the bigger context window, Schematron V2 Small or Moondream 3 Preview?

Schematron V2 Small, with 128K tokens against 32K.

How many benchmarks is the Schematron V2 Small vs Moondream 3 Preview comparison based on?

0 benchmarks have a result for both models as of October 21, 2026. Schematron V2 Small's coding index rests on 0 independent benchmarks and Moondream 3 Preview's on 0. Where only one model has a result, the page says so instead of naming a winner.

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