{"schemaVersion":"1.0","source":"The Workflow Finder","sourceUrl":"https://www.theworkflowfinder.com","license":"Free to use with attribution and a link to the cited page","generated":"2026-08-28","workflow":{"title":"Set Up LLM Observability Like an Enterprise AI Platform Team","slug":"set-up-llm-observability-like-an-enterprise-ai-platform-team","url":"https://www.theworkflowfinder.com/workflows/set-up-llm-observability-like-an-enterprise-ai-platform-team","description":"Get full visibility into your AI calls in about two hours of setup.","difficulty":"Intermediate","timeEstimate":"2 hours, one-time setup","schemaDuration":"PT2H","expectedResult":"Every AI call logged, tracked for cost and latency, and alerting you automatically when something breaks or drifts.","tags":["Developer Tools","Observability","AI Infrastructure"]},"steps":[{"position":1,"title":"Instrument AI Calls for Logging","instructions":"Add Langfuse to your codebase so every prompt and response gets logged automatically for later review.","input":"Workflow inputs: the topic, goal, or raw materials the user is starting from.","output":"Handoff artifact consumed by Step 2 (\"Track Cost and Latency Per Request\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[{"slug":"langfuse","name":"Langfuse","url":"https://www.theworkflowfinder.com/tools/langfuse","category":"Developer Tools","pricing":"freemium","capabilities":["API integration"]}]},{"position":2,"title":"Track Cost and Latency Per Request","instructions":"Route your API calls through Helicone to get per-request cost and latency tracking without changing your application logic.","input":"Output of Step 1 (\"Instrument AI Calls for Logging\").","output":"Handoff artifact consumed by Step 3 (\"Set Up Alerts for Failures and Drift\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[{"slug":"helicone","name":"Helicone","url":"https://www.theworkflowfinder.com/tools/helicone","category":"Developer Tools","pricing":"freemium","capabilities":["API integration"]}]},{"position":3,"title":"Set Up Alerts for Failures and Drift","instructions":"Configure alerts so you're notified immediately if error rates spike or output quality starts drifting.","input":"Output of Step 2 (\"Track Cost and Latency Per Request\").","output":"Handoff artifact consumed by Step 4 (\"Run a Weekly Usage Review\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[]},{"position":4,"title":"Run a Weekly Usage Review","instructions":"Review the week's logs for unusual spend, latency spikes, or failure patterns worth investigating.","input":"Output of Step 3 (\"Set Up Alerts for Failures and Drift\").","output":"Final workflow output: Every AI call logged, tracked for cost and latency, and alerting you automatically when something breaks or drifts.","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[]}]}