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Quality AI Express is a version of Quality AI designed for organizations using third-party Contact Center as a Service (CCaaS) platforms. Where Quality AI integrates natively with Contact Center AI (CCAI), Quality AI Express connects through file-based integration — letting you keep your existing CCaaS investment while accessing enterprise-grade conversation analytics and agent performance tools.

What to Know Before You Start

Quality AI Express delivers approximately 90% of Quality AI’s capabilities.

What’s Fully Available

  • Automated Quality Scoring — 100% conversation coverage with AI-powered evaluation
  • Advanced Analytics — sentiment analysis, topic discovery, and churn prediction
  • Agent Development — scorecards, coaching assignments, and performance tracking
  • Compliance Monitoring — automated adherence tracking for regulatory requirements

What’s Limited

  • Real-time Efficiency Metrics — no access to live operational data (call volume, queue metrics)
  • Some Agent KPIs — limited to conversation-based metrics; excludes occupancy, state distribution, and CSAT integration

Not Available (Requires Real-time Platform Integration)

  • Advanced Playbook Adherence (complex dialog flow tracking)
  • Live Agent Monitoring (real-time alerts and intervention)
  • Platform-specific Metrics (speed to answer, CSAT)
Why these limitations exist: File-based integration cannot access real-time operational data stored in your CCaaS platform. However, this trade-off lets you keep your existing CCaaS without switching vendors.

Capability Comparison

Core Strengths (Full Feature Parity)

Automated Quality Assurance

  • Question-Answer Adherence
  • Speech Adherence
  • Automated Scoring

Conversation Intelligence

  • Sentiment Analysis
  • Topic Discovery
  • Churn Prediction

Agent Performance and Development

  • Agent Scorecards
  • Coaching Assignments
  • Performance Monitoring

Capability Differences

Feature CategoryQuality AI ExpressFull Quality AIImpact
Auto QA CoverageQuestion/Answer + Speech adherence+ Agent AI playbook adherence trackingMost critical compliance needs covered
Agent PerformanceConversation-based KPIs+ Real-time occupancy/state metricsCore coaching data available
Operational MetricsHistorical conversation analysis+ Live efficiency monitoringStrategic insights maintained

Detailed Feature Matrix

CategoryFeatureQuality AI (with CCAI)Quality AI ExpressNotes
Auto QAAdherence By Question - AnswerYesYesFull capability
Adherence By SpeechYesYesFull capability
Adherence By PlaybooksYesNoRequires real-time context
Adherence by DialogYesNoRequires conversation flow access
Conversation IntelligenceEfficiency KPIsYesNoPlatform-dependent metrics
Agent Performance KPIsYesPartialCore metrics available
Experience AnalyticsYesYesFull capability
Agent DevelopmentAgent Scorecards and DashboardYesYesFull capability
Coaching ToolsYesYesFull capability
Partial Agent Performance KPIs exclude: CSAT integration, agent occupancy, agent state distribution, and playbook adherence tracking.

When to Choose Quality AI Express

Choose Quality AI Express if:
  • You are committed to your current CCaaS platform.
  • You need automated QA and conversation analytics without operational disruption.
  • You want faster implementation (30 days vs. 6+ months for platform switching).
  • Conversation-based insights meet your reporting needs.
Consider Full Quality AI if:
  • You are evaluating CCaaS platform changes.
  • You need real-time operational monitoring and alerts.
  • Advanced playbook adherence tracking is critical for compliance.
  • You want the deepest integration between quality management and contact center operations.

How It Works

Quality AI Express integrates with your contact center through four steps:
  1. File Export — your CCaaS platform exports conversation recordings and metadata to your AWS S3 bucket.
  2. S3 Connector — an automated connector ingests and processes the conversation data.
  3. AI Processing — natural language processing and machine learning analyze the conversations.
  4. Analytics Dashboard — insights and reports are delivered through web-based dashboards.

Supported Data Types

TypeFormat
Voice RecordingsStereo and mono audio (WAV, MP3)
Chat TranscriptsJSON-formatted chat conversations
Voice TranscriptsPre-transcribed audio conversations
MetadataCSV files with conversation details and participant info
For S3 setup details, see AWS S3 Connector Setup Guide.

Getting Started

Prerequisites

  • AWS S3 bucket for conversation data storage
  • Conversation recordings or transcripts from your CCaaS platform
  • Agent and queue configuration data

Implementation Steps

  1. Data Preparation — organize conversation files and metadata in the required formats.
  2. S3 Configuration — set up the AWS S3 bucket and configure access permissions.
  3. Connector Setup — configure and test the S3 connector integration.
  4. Platform Onboarding — import agent profiles and configure Quality AI parameters.
  5. Testing and Validation — verify data flow and analytics accuracy.
  6. Production Deployment — begin automated quality analysis and reporting.

Migration Path

If you adopt CCAI in the future, you can migrate from Quality AI Express to the full Quality AI platform without losing data. Migration provides:
  • Data Continuity — historical conversations and analytics are preserved.
  • Feature Upgrade — full Auto QA capabilities and real-time efficiency KPIs become available.