{"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":"Deploy a Custom Fine-Tuned Model Like an Enterprise ML Team","slug":"deploy-a-custom-fine-tuned-model-like-an-enterprise-ml-team","url":"https://www.theworkflowfinder.com/workflows/deploy-a-custom-fine-tuned-model-like-an-enterprise-ml-team","description":"Deploy a model fine-tuned on your own voice and domain in about a day.","difficulty":"Advanced","timeEstimate":"1 day, one-time setup","schemaDuration":"P1D","expectedResult":"A fine-tuned model that outperforms your baseline on your specific domain, deployed and ready for production use.","tags":["Models","Fine-Tuning","Customization"]},"steps":[{"position":1,"title":"Curate a Training Dataset From Your Own Content","instructions":"Pull together a clean, representative dataset of your own writing or domain-specific examples to use for fine-tuning.","input":"Workflow inputs: the topic, goal, or raw materials the user is starting from.","output":"Handoff artifact consumed by Step 2 (\"Fine-Tune a Model on Your Voice and Domain\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[]},{"position":2,"title":"Fine-Tune a Model on Your Voice and Domain","instructions":"Use Google Vertex AI to run the fine-tuning job against your curated dataset.","input":"Output of Step 1 (\"Curate a Training Dataset From Your Own Content\").","output":"Handoff artifact consumed by Step 3 (\"Test Against Your Baseline Model\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[{"slug":"vertex-ai","name":"Google Vertex AI","url":"https://www.theworkflowfinder.com/tools/vertex-ai","category":"Models","pricing":"paid","capabilities":["API integration"]}]},{"position":3,"title":"Test Against Your Baseline Model","instructions":"Use Braintrust to run structured evaluations comparing the fine-tuned model's outputs against your original baseline model.","input":"Output of Step 2 (\"Fine-Tune a Model on Your Voice and Domain\").","output":"Handoff artifact consumed by Step 4 (\"Deploy for Production Use\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[{"slug":"braintrust","name":"Braintrust","url":"https://www.theworkflowfinder.com/tools/braintrust","category":"Developer Tools","pricing":"freemium","capabilities":["API integration"]}]},{"position":4,"title":"Deploy for Production Use","instructions":"Roll the fine-tuned model out to production once it clears your evaluation bar.","input":"Output of Step 3 (\"Test Against Your Baseline Model\").","output":"Final workflow output: A fine-tuned model that outperforms your baseline on your specific domain, deployed and ready for production use.","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[]}]}