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Gemini 3.1 Pro Preview Custom Tools vs Hy3 preview

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview Custom Tools and Hy3 preview.

Google

Gemini 3.1 Pro Preview Custom Tools

Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party...

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Tencent

Hy3 preview

Hy3 preview is a high-efficiency Mixture-of-Experts model from Tencent designed for agentic workflows and production use. It supports configurable reasoning levels across disabled, low, and high modes, allowing it to...

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Technical Specifications

SpecificationGemini 3.1 Pro Preview Custom ToolsHy3 preview
ProviderGoogleTencent
Context Window1,048,756 tokens262,144 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-252026-04-22

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$2.00

Hy3 preview

$0.06

Output Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$12.00

Hy3 preview

$0.21

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8350.0%
Gemini 3.1 Pro Preview Custom Tools
Hy3 preview
HumanEvalPython coding & logic synthesis
N/Avs8400.0%
Gemini 3.1 Pro Preview Custom Tools
Hy3 preview
MATHComplex mathematical problem solving
N/Avs5900.0%
Gemini 3.1 Pro Preview Custom Tools
Hy3 preview
GPQAGraduate-level expert reasoning
N/Avs4200.0%
Gemini 3.1 Pro Preview Custom Tools
Hy3 preview
HellaSwagCommonsense reasoning and inference
N/Avs8480.0%
Gemini 3.1 Pro Preview Custom Tools
Hy3 preview
MT-BenchMulti-turn conversation flow quality
N/Avs882.0%
Gemini 3.1 Pro Preview Custom Tools
Hy3 preview

Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas

No developer gotchas reported.

Hy3 preview Quirks & Gotchas

No developer gotchas reported.