I Built the Same AI Agent Twice. The Difference Is Insane

I built the same AI agent twice. Once with just an LLM. Once powered by @OfficialElasticCommunity . Same question: "Which clients have the most risk exposure from negative news?" The basic agent gave me a textbook answer. Generic. No real data. The kind of response that sounds smart but helps nobody. The Elastic agent pulled live portfolio data, cross-referenced news sentiment across four indices using LOOKUP JOINs, calculated actual dollar exposure, and ranked clients by risk - in seconds. Same model. Same prompt. Completely different result. The difference? Context. Here's what makes …