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Rivac AI Labs
Computer Vision & Voice AI Solutions

AI Voice Agents for Inbound/Outbound Calls

Missed after-hours calls, long hold times, and staff hours burned on repetitive intake questions are all the same underlying problem: call volume that outpaces the team available to handle it. This service builds a voice agent trained on your actual call flows to answer, qualify, and route calls around the clock, or place outbound calls for confirmations and follow-ups, so nothing falls through simply because nobody was available at 9pm. It's for businesses that need real phone coverage without staffing up, whether that's booking appointments, screening leads, or handling routine account questions. The agent is built to know its limits, anything outside its scope gets handed to a human cleanly, with full context, not dropped or looped.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Diagnose: listen to a sample of real call recordings and scripts to map the actual conversation flows, edge cases, and handoff points that matter.

  2. 2

    Pilot: build a voice agent for one call type, such as after-hours intake or appointment booking, and run it live against a small slice of real call volume.

  3. 3

    Review: listen to the pilot's actual call transcripts and recordings together, and tune tone, accuracy, and escalation triggers.

  4. 4

    Build: expand the agent to full call volume and call types, connect it to your CRM or scheduling system, and set clear rules for when a call is handed to a human.

What You Get

Deliverables from this engagement

  • A production voice agent covering the agreed call types and hours
  • A call transcript and recording pipeline for ongoing quality review
  • CRM or scheduling integration for bookings, routing, and lead capture
  • An escalation ruleset defining exactly when a human takes over
  • A performance dashboard tracking call volume, resolution rate, and handoff rate

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Call Setup

  • Inbound Call Arrives
  • Voice Agent Answers Immediately
  • Greeting and Intent Question

Conversation Flow

  • Speech to Text Transcription
  • Intent Understood
  • Within Agent Scope
  • Agent Handles Request
  • Call Transferred to Human

Resolution

  • Appointment Booked or Info Given
  • Human Rep Continues Call

Logging

  • Call Summary Logged

Cloud-Native / Managed Services Architecture

Telephony

  • Managed Telephony Provider
  • Cloud Voice Gateway
  • Managed Speech to Text Service

Agent Layer

  • Managed Conversational AI Platform
  • Intent and Slot Filling Engine
  • Managed Text to Speech Service

Routing Layer

  • Escalation Needed
  • Managed Call Transfer to Human Queue
  • Agent Completes Task

CRM Logging

  • Call Logged in Managed CRM
  • Call Analytics Dashboard

Event-Driven & Automation-First Architecture

Triggers

  • Inbound Call Event
  • Call Event Router
  • Outbound Campaign Scheduled Trigger
  • Missed Call Callback Trigger

Automation Layer

  • Voice Agent Session Started
  • Real Time Transcription and Intent Detection
  • Task Completable by Agent
  • Auto Action Executed
  • Auto Handoff Package Created

Handoff Loop

  • Context Summary Sent to Human Rep
  • Warm Transfer Completed

Outcome Automation

  • Booking or Update Auto Synced to Calendar
  • Call Outcome Logged Automatically
  • Missed Coverage Alert if Volume Spikes

Enterprise-Grade & Compliance-Ready Architecture

Governance

  • Call Handling and Recording Policy
  • Consent to Record Rules
  • Escalation Protocol for Regulated Topics

Secure Telephony

  • Access Controlled Voice Platform
  • Encrypted Call Recording Storage
  • Role Based Access to Transcripts

Audited Conversation

  • Agent Conversation Logged with Consent Flag
  • Regulated Topic Detected
  • Mandatory Human Escalation
  • Agent Continues per Script

Compliance Reporting

  • Full Audit Trail of Call
  • Redundant Backup of Recordings
  • Quarterly Compliance Review

AI-Augmented, Human-in-the-Loop Architecture

Data In

  • Live Caller Audio
  • Trained Call Flow and Business Rules

AI Agent

  • AI Voice Agent Engine
  • AI Understands Intent and Drafts Response
  • Confident and In Scope

Human in the Loop

  • Call Queued for Human Rep with Full Context
  • Human Rep Takes Over Seamlessly
  • Agent Responds Directly to Caller
  • Caller Requests Human
  • Agent Completes Task

Outcome

  • Outcome Logged with Handoff Reason
  • Model Retrained on Escalation Patterns

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

  • CRM
  • Voice Agent Orchestration Core
  • Scheduling or Calendar System
  • Phone System or PBX

Voice Agent Core

  • Conversation and Intent Engine
  • Action Execution Layer

Sync Layer

  • CRM Contact and Call Log Sync
  • Calendar Booking Sync
  • Helpdesk Ticket Creation Sync

Governance Reporting

  • Unified Call Performance Dashboard
  • Cross Channel Coverage Report

More in Computer Vision & Voice AI Solutions

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about AI Voice Agents for Inbound/Outbound Calls

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call