SITUATIONThe useful part of a pitch is what happens after the rehearsed story.
A founder may know the deck but still need to discover where the reasoning is weak, which assumptions invite challenge, and whether the evidence supports the claim. Access to that kind of conversation is uneven and often depends on a warm introduction.
FRICTIONA talkative AI makes the simulation less realistic, not more.
Speech detection can notice a pause, but it cannot decide whether the founder has finished an argument. Retrieval and enrichment may improve analysis while making a live reply too slow to feel conversational. The product needed an explicit policy for when the AI should speak—and when it should wait.
WHAT I BUILTA live conversation with a separate evidence-and-analysis path.
I led the product and AI work across turn policy, live voice orchestration, session state, evidence retrieval, structured scoring, objection handling, and IC-style memo generation. The live path keeps the exchange moving; deeper research continues after the turn or session.