Use AI to batch-draft personalized lab result follow-up messages faster than writing them individually each time.

Instead of writing individual messages to patients about their lab results from scratch each time, you can use AI to generate multiple personalized drafts in one session. Give the AI a simple list of patient scenarios (no real names or identifying data—just clinical patterns like 'Patient A: HbA1c 6.8, improved from 7.2' or 'Patient B: TSH 8.5, needs medication adjustment'), and ask it to draft appropriate follow-up messages for each. You'll get consistent, clear messages that you can review, personalize with actual patient details in your EHR, and send. This approach cuts a weekly 90-minute task down to 20 minutes. The key is batching similar result types together—all diabetes labs in one request, all thyroid results in another. AI maintains the same professional, reassuring tone across all drafts while customizing the clinical content for each scenario. You still review every message and add the human touch, but you're not staring at a blank screen 15 times. Remember: never paste real patient data into ChatGPT or Claude. Use placeholder scenarios, then transfer the polished language into your secure system with actual patient information.

March 17, 2026