Explaining LLM Hallucination Boundaries to Product VPs
Product leaders often believe AI can do anything with a single prompt. Here is how to explain probabilistic hallucinations and grounding guardrails cleanly.
Vishal VermaCTO & Co-Founder, Dehurdle
June 30, 20254 min read
The Probabilistic Weather Metaphor
Recommended Spoken Script
"LLMs do not query a factual database; they predict the next most probable word like a supercharged autocomplete. Without strict document grounding and deterministic validation layers, there is always a 5% probability of hallucination. That is why our architecture requires RAG boundaries before shipping to enterprise clients."
The 2-Minute Practice Drill
2-Minute Spoken Drill
The 2-Minute Practice Drill
Practice explaining AI constraints in Dehurdle.