Common Architectures
Proven implementation patterns for building AI applications, from simple LLM integrations to complex multi-agent systems.Simple Deployment
The most straightforward way to integrate LLM calls through Orq.ai as an AI Gateway.
Chatbot Architecture
Build conversational AI with memory, context awareness, and intelligent escalation.
Simple RAG
Ground LLM responses in your knowledge base for accurate, context-aware answers.
Advanced RAG
Add reranking, hybrid search, and query optimization to your RAG system.
AI Agent
Build autonomous agents with tool calling, memory, and multi-agent coordination.
Agents Framework Guide
Integrate Orq.ai with LangGraph, CrewAI, and AutoGen for observability and control.
AI Gateway vs Config Management
Understand the differences between the two core integration patterns.
Chatbots & AI Apps
End-to-end guides for building production chatbots, conversational AI, and multi-agent applications.Customer Support Chat
Build a production-ready chatbot with streaming, fallbacks, caching, and RAG.
Chat History
Maintain conversation history across messages for stateful LLM interactions.
Multilingual FAQ Bot
Build a multilingual FAQ chatbot with RAG and dynamic language routing.
Intent Classification
Categorize user queries for chatbots, support, and task automation.
Lovable Integration
Build RAG-powered FAQ bots using prompt-based development without a backend.
Multi-Agent HR System
Build a multi-agent system with specialized agents, memory, and knowledge bases.
Data & Extraction
Use AI to extract structured data from unstructured documents, images, and natural language inputs.PDF Extraction
Extract structured data from PDF invoices using vision models.
Receipt Extraction
Process receipt images into structured JSON with vendor names, amounts, and dates.
Text-to-SQL
Transform natural language into SQL queries for non-technical database access.
Evaluation & Safety
Test, evaluate, and red-team your LLM deployments to ensure quality, reliability, and security.Parallel Evaluations
Run evaluations in parallel at scale using evaluatorq.
Red Teaming
Probe LLM deployments and agents for security vulnerabilities with evaluatorq.
Integrations & Tooling
Connect Orq.ai with your existing tools, workflows, and third-party infrastructure.Chaining Deployments
Chain multiple LLM deployments and run evaluators across multi-step workflows.
n8n Integration
Use Orq.ai deployments and routing inside n8n workflow automation pipelines.
Prompt Manager
Fetch deployment configurations at runtime while keeping control over your infrastructure.
Capturing Feedback
Implement structured user feedback to improve LLM responses over time.
Third-Party Vector DBs
Connect Pinecone or other vector databases to Orq.ai for custom RAG pipelines.
Learn
Reference guides and conceptual explainers for LLM concepts, prompt engineering, and platform features.LLM Glossary
Definitions for 200+ LLM, LLMOps, and prompt engineering terms.
Prompt Engineering Guide
Best practices for LLM optimization, structured prompts, and consistent outputs.
Prompt Templating
Complete reference for Jinja and Mustache templates in deployments and experiments.
Understanding Control Tower
Non-technical guide to monitoring AI agents, tracking costs, and staying in control.