HGE Voice AI Confirmation System

Autonomous appointment confirmation engine — HubSpot, Five9, Retell AI, CrewAI, Qdrant — with sub-3-second speed to lead and continuous learning from every interaction.

System / infrastructure

AI agents

Voice

Cadence

Compliance

Learning / data

Human-in-the-loop

Outcomes

40% → 30%

Cancellation rate goal

$22,000

Avg job value

<3 sec

Speed to lead target

Concurrent conversations