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Gemini 3.1 Pro Preview Custom Tools vs Schematron V2 Turbo

Schematron V2 Turbo costs 80.0x less per output token than Gemini 3.1 Pro Preview Custom Tools ($0.15 vs $12.00 per million). Updated October 22, 2026; no benchmark has tested both models yet.

Gemini 3.1 Pro Preview Custom ToolsGoogle
Coding
No data
Overall
No data
Output $/M
$12.00
Schematron V2 TurboInference.net
Coding
No data
Overall
No data
Output $/M
$0.15
vs $12.00 vs $0.15 per 1M output tokens. Schematron V2 Turbo is 80.0x cheaper.

Gemini 3.1 Pro Preview Custom Tools or Schematron V2 Turbo: which to pick

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

Pick Gemini 3.1 Pro Preview Custom Tools for a larger context window (1.05M against 128K tokens).

No benchmark has tested both yet. Gemini 3.1 Pro Preview Custom Tools has results on Vending-Bench 2; Schematron V2 Turbo has none yet. Compare them on price and context instead.

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
Gemini 3.1 Pro Preview Custom Tools not benchmarked, Schematron V2 Turbo not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
Gemini 3.1 Pro Preview Custom Tools $12.00 against Schematron V2 Turbo $0.15 per million output tokens, 80.0x apart.
Context window
Gemini 3.1 Pro Preview Custom Tools takes 1.05M tokens, Schematron V2 Turbo 128K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for Gemini 3.1 Pro Preview Custom Tools and Schematron V2 Turbo
BenchmarkGemini 3.1 Pro Preview Custom ToolsSchematron V2 TurboLeader
Vending-Bench 2$3,774Not measuredOnly Gemini 3.1 Pro Preview Custom Tools measured
Neither model has a result on the other 40 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

Gemini 3.1 Pro Preview Custom Tools$0.0080Fits in one request
Schematron V2 Turbo$0.0001Fits in one request

Schematron V2 Turbo costs less

Repository review

50K input + 3K output tokens

Gemini 3.1 Pro Preview Custom Tools$0.136Fits in one request
Schematron V2 Turbo$0.0019Fits in one request

Schematron V2 Turbo costs less

Agent loop

200K input + 10K output tokens

Gemini 3.1 Pro Preview Custom Tools$0.520Fits in one request
Schematron V2 Turbo$0.0075Exceeds the context window

Schematron V2 Turbo 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 Gemini 3.1 Pro Preview Custom Tools and Schematron V2 Turbo
SpecificationGoogle Gemini 3.1 Pro Preview Custom ToolsInference.net Schematron V2 Turbo
MakerGoogleInference.net
WeightsNo public weights listedOpen weights
ReleasedFebruary 25, 2026September 12, 2026
Context window1.05M128K
Input $/Mtok$2.00$0.03
Output $/Mtok$12.00$0.15
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Gemini 3.1 Pro Preview Custom Tools better than Schematron V2 Turbo for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Gemini 3.1 Pro Preview Custom Tools for a larger context window (1.05M against 128K tokens).

Which is cheaper, Gemini 3.1 Pro Preview Custom Tools or Schematron V2 Turbo?

Gemini 3.1 Pro Preview Custom Tools costs $2.00 per million input tokens and $12.00 per million output tokens; Schematron V2 Turbo costs $0.03 and $0.15. Cost per solved task is known for neither of them.

Which has the bigger context window, Gemini 3.1 Pro Preview Custom Tools or Schematron V2 Turbo?

Gemini 3.1 Pro Preview Custom Tools, with 1.05M tokens against 128K.

Has any benchmark tested both Gemini 3.1 Pro Preview Custom Tools and Schematron V2 Turbo?

No benchmark has tested both yet. Gemini 3.1 Pro Preview Custom Tools has results on Vending-Bench 2; Schematron V2 Turbo has none yet. Compare them on price and context instead. Data as of October 22, 2026.

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