Build a Multilingual AI Chatbot
Deploy a production-ready AI chatbot that understands and responds in multiple languages, with streaming responses, memory persistence, and observability.
LLM Gateway & Routing
Route requests to the best multilingual model with fallback and cost tracking
Unified proxy to 100+ LLM providers — easily switch between models with strong multilingual support (GPT-4, Claude, Gemini) and handle failover automatically
Portkey AI Gateway offers blazing-fast routing with built-in guardrails, useful for enforcing language-specific policies
Ultra-low-latency enterprise gateway option when millisecond routing overhead matters at scale
Agent Framework & Conversation Logic
Orchestrate multi-turn conversations with tool calling, translation fallback, and language detection
Mature agent framework with built-in chat memory, prompt templates for per-language system prompts, and extensive tool integration for translation and retrieval
Type-safe agent framework that enforces structured multilingual output schemas via Pydantic validation
Microsoft's SDK with strong multi-language prompt orchestration and enterprise Azure integration
Memory & Context Persistence
Maintain conversation history and user language preferences across sessions
Chat Interface & Frontend
Provide a user-facing chat UI that supports RTL languages, Unicode, and streaming responses
Feature-rich chat UI supporting multiple models, streaming, and full Unicode/RTL rendering out of the box — deploy-ready with minimal config
Build conversational AI interfaces in minutes with Python — supports streaming, multilingual UI labels, and easy embedding into existing apps
Modern chat client with plugin ecosystem, multi-model support, and polished multilingual UI theming
Observability & Evaluation
Monitor response quality, latency, and language accuracy across all supported locales
Open-source LLM observability with per-language trace tagging, cost tracking, and prompt versioning — essential for debugging multilingual quality regressions
AI observability platform with embedding drift detection, useful for spotting when specific language responses degrade