Why Your AI Isn't Giving You GOOD ANSWERS and How to Fix It

Discover how vague questions can lead to AI system **failure**, even with **good data**. The video emphasizes the importance of **prompt engineering** to ensure accurate results, teaching you how to avoid **garbage** outputs. Improve your **data quality** and system performance today! AI query transformation turns ambiguous executive requests into precise prompts that AI agents can execute. In Stage 6 of our 7‑part series on building production‑ready AI agents, Richard Walker from Lucidate tackles the “Chasm of Intent”—the gap between human language and machine instructions. After demonstrating how a vague request like “Discuss agentic system impacts” causes a naïve RAG system to fail, Richard reveals how adaptive resilience and query rewriting transform the query into a clear research brief. The video explains different techniques—step‑back prompting, HyDE and contextual query expansion—and shows how they combine with chain‑of‑thought reasoning and persona prompting to improve retrieval. You’ll see how the refined query guides the agent to the right documents, passes quality checks and delivers a comprehensive answer. Richard also discusses the business impact: for CTOs and Heads of Innovation in financial services, reliable query transformation prevents AI demos from falling flat and builds executive confidence. This episode sets the stage for the finale, where Lucidate evolves from a single adaptive agent into a multi‑agent system that chooses the right tool—keyword search, vector search or SQL—for each job. If you’re excited to deploy AI agents that understand questions before answering, this video is for you. 💬 Drop your most frustrating executive question in the comments and we’ll show you how query transformation handles it. 🔗 Managing Director & CEO‑level members can access the complete LangGraph code for this agent on our private GitHub (link in description). 🎯 What You'll Learn: - How query transformation acts as an intelligent translator between