Workflow Automation with LLMs

# Workflow Automation with LLMs LLMs can automate a surprising amount of work when you use them in the right part of a process. The best results come from combining deterministic steps with flexible language understanding where it actually matters. ## Find the right workflow Look for tasks that are repetitive, text-heavy, and structured enough to verify. Good examples include ticket routing, email drafting, meeting summaries, and document classification. ### Good candidate traits - High repetition - Clear inputs and outputs - Measurable quality - Low blast radius when errors happen ## Design a human-friendly loop Automation should reduce friction, not hide it. Build review steps into the workflow so people can inspect or override important decisions. ## Use the model where it adds value A strong workflow often looks like this: 1. Trigger the process. 2. Gather the required data. 3. Ask the LLM to draft, classify, or extract. 4. Validate the result. 5. Route the output to the next system. ## Keep it reliable Add logging, fallback paths, and simple guardrails. The goal is not to replace every manual step, but to turn a slow process into a dependable one.