CrewAIIntermediate⏱ ~30 minutes

Multilingual Support Agent

Support customers in 20+ languages without hiring multilingual agents

★ 4.5(22 reviews)•Customer Support

Preview Code ↓

$179$358

✓ Full source code & documentation
✓ Commercial license included
✓ 30-day email support
✓ Free updates for 1 year

What You Get

Everything included in this template package

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Working Agent Code

3 CrewAI agents for detection, resolution, and translation

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Configuration File

Supported languages, cultural tone settings, and glossary

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Prompt Templates

10 prompts optimized for cross-lingual support

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Setup Guide

Language configuration and DeepL API setup guide

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Example I/O

Multi-language ticket examples with responses

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Architecture Diagram

Translation pipeline flow diagram

😤

The Problem

Going global means supporting customers in languages your team doesn't speak. Hiring multilingual agents costs 2-3x more, translation tools miss context and tone, and response times tank for non-English speakers. You're losing international customers to poor support experience.

✨

The Solution

This agent crew detects the customer's language, understands their issue in context (not just word-by-word), finds the right answer from your knowledge base, adapts the response for cultural appropriateness, and responds in flawless native language.

How It Works

Your AI crew handles the entire workflow

Input

Your task description, data, or trigger event

→

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AI Agents

Language DetectorIdentifies the customer's language and cultural context

Issue ResolverUnderstands the query in any language and finds the appropriate resolution

Response TranslatorCrafts culturally appropriate responses in the customer's native language

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Output

Structured results, reports, and actionable insights

Code Preview

Sample of the CrewAI agent setup

Preview only

crew.py

from crewai import Agent, Task, Crew
from tools import DeepLTool, KnowledgeBaseTool

detector = Agent(
    role="Language Specialist",
    goal="Detect language and cultural context",
    backstory="You are a polyglot who understands"
              " cultural nuances in 20+ languages.",
    verbose=True
)

resolver = Agent(
    role="Issue Resolver",
    goal="Find the right answer regardless of language",
    backstory="You resolve support issues using the"
              " knowledge base, working in any language.",
    tools=[KnowledgeBaseTool()],
    verbose=True
)

translator = Agent(
    role="Response Translator",
    goal="Deliver culturally perfect responses",
    backstory="You craft responses that feel native,"
              " not translated.",
    tools=[DeepLTool()],
    verbose=True
)

Example Input & Output

See what goes in and what comes out

Input

Customer message: "Hola, compré el plan Pro hace 3 días pero no puedo acceder a las funciones premium. Mi correo es carlos@empresa.mx. ¿Pueden ayudarme?"

Output

¡Hola Carlos! 👋

Gracias por contactarnos. Ya revisé tu cuenta y veo que la actualización al Plan Pro se procesó correctamente el día 6 de marzo.

Para activar las funciones premium, intenta lo siguiente:

1. Cierra sesión y vuelve a iniciar sesión
2. Ve a Configuración → Facturación y verifica que aparezca "Plan Pro - Activo"
3. Si el problema persiste, borra la caché de tu navegador

Si después de estos pasos sigues sin acceso, escríbenos de nuevo y lo escalaremos al equipo técnico para una sincronización manual (se resuelve en 1 hora).

¡Estamos para ayudarte! 🚀