--- title: "Data to Decisions with AI" date: "2025-12-05T12:00:00+05:30" categories: - talks tags: [] description: "LLMs can automate expensive clinical-data work from protocol checks to anomaly detection and enrollment analysis, provided verification is designed into the workflow." talk_url: "https://talks.s-anand.net/2025-12-05-scdm-keynote/" --- I conducted a session on Fri, 05 Dec 2025 at [SCDM India Conference 2025](https://scdmlive.org/india-conference-2025/) - Hyderabad, India. **Summary**: LLMs can automate expensive clinical-data work from protocol checks to anomaly detection and enrollment analysis, provided verification is designed into the workflow. [Here's the link to the session](https://talks.s-anand.net/2025-12-05-scdm-keynote/) [![Sketchnote](https://talks.s-anand.net/2025-12-05-scdm-keynote/sketchnote.webp)](https://talks.s-anand.net/2025-12-05-scdm-keynote/) **Links**: - [Story](https://talks.s-anand.net/2025-12-05-scdm-keynote/story.html) - [Transcript](https://talks.s-anand.net/2025-12-05-scdm-keynote/transcript.md) - [Audio](https://github.com/sanand0/talks/releases/download/talks/2025-12-05-SCDM-Talk.opus) (30 min)