The examples below show how Openlayer’s monitoring mode can be used in isolation.

For examples that span development and monitoring modes, check out the Templates.

ExampleStack
OpenAI Chat Completions - Python
Monitoring OpenAI chat completion calls in Python.		Python
OpenAI
OpenAI Chat Completions - TypeScript
Monitoring OpenAI chat completion calls in TypeScript.		TypeScript
OpenAI
Tracing a RAG system
Tracing every step of a RAG pipeline.		Python
OpenAI
Anthropic Messages - Python
Monitoring Anthropic message creation calls in Python.		Python
Anthropic
Azure OpenAI Chat Completions - Python
Monitoring Azure OpenAI chat completion calls in Python.		Python
Azure OpenAI
Mistral AI Chat Completions - Python
Monitoring Mistral AI chat completion and streaming calls in Python.		Python
Mistral AI
LLMs with LangChain - Python
Monitoring LLMs built with LangChain using a callback handler.		Python
LangChain
LLMs with LangChain - TypeScript
Streaming data from LangChain uses to Openlayer with TypeScript.		TypeScript
LangChain
Vertex AI via LangChain - Python
Monitoring Vertex AI calls via LangChain using a callback handler.		Python
Vertex AI
LangChain
Ollama via LangChain - Python
Monitoring Ollama calls via LangChain using a callback handler.		Python
Ollama
LangChain
Groq Chat Completions - Python
Monitoring Groq LLM chat completion calls in Python.		Python
Groq
OpenAI Assistants API - Python
Monitoring OpenAI Assistant API runs in Python.		Python
OpenAI
OpenAI Assistants API - TypeScript
Monitoring OpenAI Assistant API runs in TypeScript.		TypeScript
OpenAI
Manually streaming data for monitoring - Python
Monitoring a tabular classification model in production.		Python
Traditional ML

The examples below show how Openlayer’s monitoring mode can be used in isolation.

For examples that span development and monitoring modes, check out the Templates.

ExampleStack
OpenAI Chat Completions - Python
Monitoring OpenAI chat completion calls in Python.		Python
OpenAI
OpenAI Chat Completions - TypeScript
Monitoring OpenAI chat completion calls in TypeScript.		TypeScript
OpenAI
Tracing a RAG system
Tracing every step of a RAG pipeline.		Python
OpenAI
Anthropic Messages - Python
Monitoring Anthropic message creation calls in Python.		Python
Anthropic
Azure OpenAI Chat Completions - Python
Monitoring Azure OpenAI chat completion calls in Python.		Python
Azure OpenAI
Mistral AI Chat Completions - Python
Monitoring Mistral AI chat completion and streaming calls in Python.		Python
Mistral AI
LLMs with LangChain - Python
Monitoring LLMs built with LangChain using a callback handler.		Python
LangChain
LLMs with LangChain - TypeScript
Streaming data from LangChain uses to Openlayer with TypeScript.		TypeScript
LangChain
Vertex AI via LangChain - Python
Monitoring Vertex AI calls via LangChain using a callback handler.		Python
Vertex AI
LangChain
Ollama via LangChain - Python
Monitoring Ollama calls via LangChain using a callback handler.		Python
Ollama
LangChain
Groq Chat Completions - Python
Monitoring Groq LLM chat completion calls in Python.		Python
Groq
OpenAI Assistants API - Python
Monitoring OpenAI Assistant API runs in Python.		Python
OpenAI
OpenAI Assistants API - TypeScript
Monitoring OpenAI Assistant API runs in TypeScript.		TypeScript
OpenAI
Manually streaming data for monitoring - Python
Monitoring a tabular classification model in production.		Python
Traditional ML