{"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":"Build an Enterprise MLOps Pipeline","slug":"enterprise-mlops-pipeline","url":"https://www.theworkflowfinder.com/workflows/enterprise-mlops-pipeline","description":"Set up a production-grade ML pipeline on cloud infrastructure with experiment tracking, model versioning, automated evaluation, and deployment monitoring.","difficulty":"Advanced","timeEstimate":"1–2 weeks","schemaDuration":"P14D","expectedResult":"A reproducible ML pipeline where every experiment is tracked, every model version is documented, and quality regressions are caught automatically before production deployment.","tags":["MLOps","Developer Tools","AI Quality","Enterprise"]},"steps":[{"position":1,"title":"Set Up Experiment Tracking","instructions":"Integrate Weights & Biases into your training code. Log hyperparameters, metrics, and artifacts for every training run. Tag experiments by team member and objective so results are searchable across the team.","input":"Workflow inputs: the topic, goal, or raw materials the user is starting from.","output":"Handoff artifact consumed by Step 2 (\"Choose Your Model Serving Platform\").","toolSlots":[{"slug":"weights-biases","name":"Weights & Biases","url":"https://www.theworkflowfinder.com/tools/weights-biases","category":"Developer Tools","pricing":"freemium","capabilities":["Data analysis","API integration"]}]},{"position":2,"title":"Choose Your Model Serving Platform","instructions":"Select your cloud model serving stack: Amazon Bedrock for AWS-native teams, Azure OpenAI for Microsoft shops, or Google Vertex AI for GCP. Standardize your team on one platform to simplify compliance and billing.","input":"Output of Step 1 (\"Set Up Experiment Tracking\").","output":"Handoff artifact consumed by Step 3 (\"Add LLM Observability\").","toolSlots":[{"slug":"amazon-bedrock","name":"Amazon Bedrock","url":"https://www.theworkflowfinder.com/tools/amazon-bedrock","category":"Models","pricing":"paid","capabilities":["API integration"]}]},{"position":3,"title":"Add LLM Observability","instructions":"Connect LangSmith to your LLM application layer for full trace logging. Set up dashboards that track output quality, latency, and cost per model across all production requests.","input":"Output of Step 2 (\"Choose Your Model Serving Platform\").","output":"Handoff artifact consumed by Step 4 (\"Build the Evaluation Pipeline\").","toolSlots":[{"slug":"langsmith","name":"LangSmith","url":"https://www.theworkflowfinder.com/tools/langsmith","category":"Developer Tools","pricing":"freemium","capabilities":["API integration"]}]},{"position":4,"title":"Build the Evaluation Pipeline","instructions":"Create a dataset of representative test cases in LangSmith. Run evaluations as part of every deployment to confirm the new model or prompt doesn't regress on your quality metrics.","input":"Output of Step 3 (\"Add LLM Observability\").","output":"Handoff artifact consumed by Step 5 (\"Set Up Automated Alerts\").","toolSlots":[{"slug":"langsmith","name":"LangSmith","url":"https://www.theworkflowfinder.com/tools/langsmith","category":"Developer Tools","pricing":"freemium","capabilities":["API integration"]},{"slug":"weights-biases","name":"Weights & Biases","url":"https://www.theworkflowfinder.com/tools/weights-biases","category":"Developer Tools","pricing":"freemium","capabilities":["Data analysis","API integration"]}]},{"position":5,"title":"Set Up Automated Alerts","instructions":"Configure alerts in Weights & Biases for: model performance dropping below baseline, inference latency exceeding SLA, and unusual cost spikes. Route alerts to Slack for immediate visibility.","input":"Output of Step 4 (\"Build the Evaluation Pipeline\").","output":"Final workflow output: A reproducible ML pipeline where every experiment is tracked, every model version is documented, and quality regressions are caught automatically before production deployment.","toolSlots":[{"slug":"weights-biases","name":"Weights & Biases","url":"https://www.theworkflowfinder.com/tools/weights-biases","category":"Developer Tools","pricing":"freemium","capabilities":["Data analysis","API integration"]}]}]}