This talk is best for people needing to get to grips with LLMs within their business or agency for reporting purposes.

Overview of how LLMs can be automated to fit into workflows of reporting and what to watch out for and where. Deeper dive into reducing near-match hallucinations, and why they happen. Practical insights into non-standard configurations and ensuring value for stakeholders (not integration for the sake of using AI). There will be techniques and tools covered that will focus specifically on accessible models/tools and not bespoke or only expensive tools.