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google/gemini-3.1-pro-preview-customtools

google/gemini-3.1-pro-preview-customtools

Data di rilascio: 2026-02-26

1,048,576 context · $2.00/M input tokens · $12.00/M output tokens

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 or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.

Prezzi

Pay-per-use

Nessun costo iniziale, paga solo per ciò che usi

Input
200K $2.00 / M Tokens
> 200K $4.00 / M Tokens
Output
200K $12.00 / M Tokens
> 200K $18.00 / M Tokens
Cache Read
200K $0.20 / M Tokens
> 200K $0.40 / M Tokens
Cache Write$0.38 / M Tokens

Prova il modello

google/gemini-3.1-pro-preview-customtools
Online
google
Ciao! Sono un assistente IA utile. Come posso aiutarti?

Utilizzo API

Usa i seguenti esempi di codice per integrare la nostra API:

from openai import OpenAI

client = OpenAI(
    api_key="YOUR_API_KEY",
    base_url="https://llm.wavespeed.ai/v1"
)

response = client.chat.completions.create(
    model="google/gemini-3.1-pro-preview-customtools",
    messages=[
        {"role": "user", "content": "Hello!"}
    ]
)

print(response.choices[0].message.content)

Introduzione al modello

Google gemini-3.1-pro-preview-customtools

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

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 or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.


Why It Looks Great

  • Large Language Model architecture for efficient processing
  • 1048576 context window for long document handling
  • Competitive pricing at $2.0/$12.0 per million tokens

Key Features

  • Context Window: 1048576 tokens
  • Max Output: 65536 tokens
  • Vision: Supported
  • Function Calling: Supported

Specifications

SpecificationValue
ProviderGoogle
Model TypeLarge Language Model (LLM)
ArchitectureN/A
Context Window1048576 tokens
Max Output65536 tokens
InputText
OutputText
VisionSupported
Function CallingSupported

Pricing

Token TypeCost per Million Tokens
Input$2.0
Output$12.0

How to Use

  1. Write your prompt — describe the task, provide context, and specify desired output format.
  2. Submit — the model processes your request and returns the response.

API Integration

Base URL: https://llm.wavespeed.ai/v1 API Endpoint: chat/completions Model ID: google/gemini-3.1-pro-preview-customtools


API Usage

Python SDK

from openai import OpenAI

client = OpenAI(
    api_key="YOUR_API_KEY",
    base_url="https://llm.wavespeed.ai/v1"
)

response = client.chat.completions.create(
    model="google/gemini-3.1-pro-preview-customtools",
    messages=[
        {"role": "user", "content": "Hello!"}
    ]
)

print(response.choices[0].message.content)

cURL

curl https://llm.wavespeed.ai/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -d '{
    "model": "google/gemini-3.1-pro-preview-customtools",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

Notes

  • Model: google/gemini-3.1-pro-preview-customtools
  • Provider: Google

Info

Providergoogle
Tipollm

Funzionalità supportate

Input
TestoImmagineAudio
Output
Testo
Contesto1,048,576
Output massimo65,536
Vision✓ Supportato
Function Calling✓ Supportato

Guida all'accesso API

Base URLhttps://llm.wavespeed.ai/v1
API Endpointchat/completions
ID modellogoogle/gemini-3.1-pro-preview-customtools

Gemini 3.1 Pro Preview Customtools API

google/gemini-3.1-pro-preview-customtools

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 or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.

Input

$2 /M

Output

$12 /M

Contesto

1049K

Output max

66K

Vision

Supportato

Uso strumenti

Supportato

Prova Gemini 3.1 Pro Preview Customtools su WaveSpeedAI

Accedi a Gemini 3.1 Pro Preview Customtools tramite la nostra API unificata — compatibile con OpenAI, senza cold start, prezzi trasparenti.

Domande frequenti su Gemini 3.1 Pro Preview Customtools

Quanto costa Gemini 3.1 Pro Preview Customtools via API?+

Prezzi su WaveSpeedAI: $2.00 per milione di token in input e $12.00 per milione di token in output. Prompt caching e batch processing sono fatturati separatamente e riducono il costo effettivo su carichi lunghi e ripetitivi.

Qual è la context window di Gemini 3.1 Pro Preview Customtools?+

Gemini 3.1 Pro Preview Customtools supporta fino a 1049K token di contesto e fino a 66K token di output per richiesta.

Gemini 3.1 Pro Preview Customtools è compatibile con OpenAI?+

Sì. WaveSpeedAI espone Gemini 3.1 Pro Preview Customtools tramite un endpoint compatibile con OpenAI all'indirizzo https://llm.wavespeed.ai/v1. Punta l'SDK ufficiale di OpenAI a questa base URL con la tua API key WaveSpeedAI — senza altre modifiche al codice.

Come si inizia con Gemini 3.1 Pro Preview Customtools?+

Accedi a WaveSpeedAI, crea una API key in Access Keys, poi invia una richiesta a https://llm.wavespeed.ai/v1/chat/completions con il model id mostrato sopra. I nuovi account ricevono crediti gratuiti per testare Gemini 3.1 Pro Preview Customtools.

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