Seedream 5.0 Pro sudah LIVE | Coba di Generator Gambar →
google
google/gemini-3.1-pro-preview-customtools

google/gemini-3.1-pro-preview-customtools

Tanggal rilis: 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.

Harga

Bayar sesuai pemakaian

Tanpa biaya di muka, bayar hanya sesuai penggunaan

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

Coba model

google/gemini-3.1-pro-preview-customtools
Online
google
Hai! Saya asisten AI yang siap membantu. Ada yang bisa saya bantu?
Siap memakai model ini di coding agent lokal?Setup agent

Penggunaan API

Gunakan contoh kode berikut untuk integrasi dengan API kami:

import os
from openai import OpenAI

client = OpenAI(
    api_key=os.environ["WAVESPEED_API_KEY"],
    base_url="https://llm.wavespeed.ai/v1",
    timeout=120.0,
    max_retries=2,
)

try:
    response = client.chat.completions.create(
        model="google/gemini-3.1-pro-preview-customtools",
        messages=[{"role": "user", "content": "Hello!"}],
    )
    print(response.choices[0].message.content or "")
except Exception as exc:
    raise SystemExit(f"LLM request failed: {exc}") from exc

Pengenalan Model

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

Penyediagoogle
Tipellm

Fitur yang Didukung

Input
TeksGambarAudio
Output
Teks
Konteks1,048,576
Output Maks65,536
Vision✓ Didukung
Function Calling✓ Didukung

Panduan Akses API

Base URLhttps://llm.wavespeed.ai/v1
API Endpointchat/completions
Model IDgoogle/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

Konteks

1049K

Output Maks.

66K

Vision

Didukung

Penggunaan Tool

Didukung

Coba Gemini 3.1 Pro Preview Customtools di WaveSpeedAI

Akses Gemini 3.1 Pro Preview Customtools melalui API terpadu kami — kompatibel dengan OpenAI, tanpa cold start, harga transparan.

Pertanyaan Umum tentang Gemini 3.1 Pro Preview Customtools

Berapa biaya Gemini 3.1 Pro Preview Customtools melalui API?+

Harga di WaveSpeedAI: $2.00 per juta token input dan $12.00 per juta token output. Prompt caching dan batch processing ditagih terpisah dan mengurangi biaya efektif pada beban kerja yang panjang dan berulang.

Berapa context window Gemini 3.1 Pro Preview Customtools?+

Gemini 3.1 Pro Preview Customtools mendukung hingga 1049K token konteks dengan hingga 66K token output per permintaan.

Apakah Gemini 3.1 Pro Preview Customtools kompatibel dengan OpenAI?+

WaveSpeedAI menyediakan Gemini 3.1 Pro Preview Customtools di https://llm.wavespeed.ai/v1 melalui antarmuka Chat Completions yang kompatibel dengan OpenAI. Sebagian besar klien OpenAI SDK cukup mengganti base URL dan API key; field opsional bergantung pada model.

Bagaimana memulai dengan Gemini 3.1 Pro Preview Customtools?+

Masuk ke WaveSpeedAI, buat API key di Access Keys, lalu kirim permintaan ke https://llm.wavespeed.ai/v1/chat/completions dengan model id yang ditampilkan di atas. Lihat katalog model terbaru untuk ketersediaan, kemampuan, dan harga.

API LLM terkait

Gemini 3.1 Pro Preview Customtools | Google LLM API | WaveSpeedAI