Smart Chat Routing Between Gemini and GPT Models Based on Query Complexity

Go to Workflow
0 views
Built by Daniel Nkencho Daniel Nkencho
Created on June 13, 2026

Description

Adaptive LLM Router for Optimized AI Chat Responses

Elevate your AI chatbots with intelligent model selection: automatically route simple queries to cost-effective LLMs and complex ones to powerful ones, balancing performance and expenses seamlessly.

What It Does

This workflow listens for chat messages, uses a lightweight Gemini model to classify query complexity, then selects and routes to the optimal LLM (Gemini 2.5 Pro for complex, OpenAI GPT-4.1 Nano for simple) to generate responses—ensuring efficient resource use.

Key Features

Complexity Classifier** - Quick assessment using Gemini 2.0 Flash
Dynamic Model Switching** - Routes to premium or budget models based on needs
Chat Trigger** - Webhook-based for real-time conversations
Current Date Awareness** - Injects $now into system prompt
Modular Design** - Easy to add more models or adjust rules
Cost Optimization** - Reserves heavy models for demanding tasks only

Perfect For

Chatbot Developers**: Build responsive, cost-aware AI assistants
Customer Support**: Handle routine vs. technical queries efficiently
Educational Tools**: Simple facts vs. in-depth explanations
Content Creators**: Quick ideas vs. detailed writing assistance
Researchers**: Basic lookups vs. complex analysis
Business Apps**: Optimize API costs in production environments

Technical Highlights

Harnessing n8n's LangChain nodes, this workflow demonstrates:
Webhook triggers for instant chat handling
Agent-based classification with strict output rules
Conditional model selection for AI chains
Integration of multiple LLM providers (Google Gemini, OpenAI)
Scalable architecture for expanding model options

Ideal for minimizing AI costs while maximizing response quality. No coding required—import, configure credentials, and deploy!

Nodes Used (4)

AI Agent
@n8n/n8n-nodes-langchain.agent
Google Gemini Chat Model
@n8n/n8n-nodes-langchain.lmChatGoogleGemini
Model Selector
@n8n/n8n-nodes-langchain.modelSelector
OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenAi