Outbound Voice Agents

Voice agents that place calls on behalf of a business — lead qualification, review collection, reactivation, surveys. Triggered by an event (form submission, CRM update) and driven by a create-call API that passes runtime variables into the system prompt so each call is personalised.

Key points

  • Reference use case: lead qualification after a web form submission — the agent calls the prospect, confirms identity, qualifies intent, budget, timing and past experience, then logs everything to a Google sheet
  • Requires phone number normalisation before calling Vapi's create-call endpoint — strip punctuation, enforce 10-digit format, country-code handling
  • Vapi's create-call only returns an acknowledgement — you must poll with GET on the call ID until status = ended, then branch on ended_reason to detect voicemail
  • Assistant overrides inject dynamic variables (lead name, company, request) into the system prompt via {{variable}} syntax at call time
  • Vapi-owned numbers have a daily outbound call limit; importing Twilio numbers removes it

Related entities

Related concepts

Source references

  • [src-007] Nate Herk cluster — Nate Herk — Voice AI agents cluster (4 videos)

– Videos referenced: BO-jFbN4p8Y

Robin Cartier perspective

This page is part of Robin Cartier's working AI knowledge graph: a practical research layer for production AI, recommendation systems, experimentation, GEO, and agentic web readiness.

The useful next step is to connect this concept back to applied product leadership and operating models.

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