AI capabilities / Voice and audio
Voice agents that pick up when your team cannot
Phone agents for after hours coverage, intake, scheduling, and FAQ, streaming on infrastructure inside your own federation rather than a third party call center product.
What a federation voice agent does
A federation voice agent answers the phone in real time, captures the lead, schedules the callback, deflects routine questions, and escalates real issues to a person immediately. The caller gets a real interaction, not a voicemail.
Most organizations lose calls during business hours and after them. The crew is on a job, the front desk is busy, the owner is at home. A voice agent running inside the federation answers immediately, identifies what the caller needs, and either resolves the question from the same content store the rest of the federation reads from, or schedules a callback with full context attached for a person.
The agent does four things well: it takes a lead with name, phone, scope, and address; it answers FAQ questions such as address, hours, accepted insurance, and services, from your own published content; it schedules callbacks and appointments; and it escalates emergencies to a person immediately rather than attempting to resolve them itself.
The architecture, real time
A voice agent is a streaming pipeline running inside the federation. Phone audio enters, streams to a real time speech to text model, and the resulting text feeds the reasoning core. The reasoning core generates the response, which streams to a text to speech model, and the audio streams back to the caller. The full loop runs in under a second per turn, on the same reasoning core answering every other query in your federation.
The system prompt and tool definitions carry the real engineering. The agent is given a defined set of tools, look up hours, check the schedule, capture lead intake, escalate to a person, and a defined set of allowable topics. It calls tools as needed and stays inside the topic boundary, the same boundary set for every other capability in the federation.
Further reading: Twilio Voice, the OpenAI Realtime API, and ElevenLabs text to speech documentation behind the pattern.
Stack
What the voice layer is built from
Call layer
Twilio or Vonage carry the call into your own federation.
Real time transcription
Deepgram or Whisper class models convert caller audio to text in real time.
Response generation
The same reasoning core answering chatbot and knowledge base queries elsewhere in the federation.
Voice synthesis
ElevenLabs, OpenAI TTS, or Cartesia, streaming audio back before the caller notices a pause.
Where this fits
Industries that benefit most
After hours lead capture
Homeowner calls on weekends and evenings captured instead of going to voicemail.
MedicalFront desk deflection
Hours, accepted insurance, address, and refill policy answered without pulling staff off the phones.
HospitalityGuest questions during a stay
Wifi, directions, attractions, and late check in questions answered around the clock.
Combat sportsClass and pricing questions
Class schedule and program questions answered immediately, day or night.
FAQ
Voice agent questions
Will the caller know it is an AI?
By default yes. The agent identifies itself as an automated assistant on every call.
What about two party consent recording?
Calls in two party consent states require explicit consent before recording, and the agent asks for it. If consent is denied the call proceeds without recording.
Can the agent speak Spanish?
Yes. Primary language is set per deployment with a language detection switch, and Spanish, English, and several other languages are supported.
What about emergency calls?
The agent escalates emergencies to a person immediately and gives local emergency guidance for a genuine medical or safety emergency. It does not attempt to handle an emergency call itself.
How fast does it answer?
Inside one ring. The streaming pipeline runs in real time, so the caller does not hear a long delay before the greeting.
Begin
Should voice be part of your federation?
The readiness assessment covers that question directly, along with everything else your federation would need to run.