Conversational Content Analytics

AI-Powered Contact Center Analytics

Most contact centers measure precise queue wait times and Average Handle Time (AHT), but remain blind to why customers call in the first place, which digital journeys broke down, and why identical issues recur endlessly. ZharfAva makes the unstructured content inside conversations completely searchable, auditable, and quantifiable.

Telephony Telemetry (AHT / Queue) vs. Deep Conversational Understanding

Legacy Contact Center Metrics

  • •Average Handle Time (AHT) is measured at 4 minutes 12 seconds.
  • •Queue abandonment rate is monitored at 8%.
  • •Yet supervisors cannot see why those 4 minutes were consumed or what caused customer friction.

ZharfAva Conversational Insights

  • Root Cause Discovery: 62% of prolonged calls stem from ambiguous transaction SMS notifications.
  • Repeat Call Tracking: 34% of callers dial back within 48 hours due to unfulfilled agent promises.
  • Early Discontent Flags: Systemic bottlenecks in tracking code issuance detected before customers escalate.
Live Telemetry
ZharfAva Contact Center Live Operations Cockpit and AHT Telemetry
Live monitoring of active queues, average handle time (AHT), queue load distribution, and friction clusters across lines.

Core Pillars of ZharfAva Contact Center Intelligence

Repeat Contact Analysis

Why was the inquiry unresolved on first contact (FCR)? Pinpoint agent knowledge gaps, missing permissions, or upstream software glitches.

Early Friction & Churn Detection

Detect high-urgency keywords like “regulatory escalation”, “formal legal complaint”, or “subscription cancellation” for rapid tier-2 routing.

Automated Topic Taxonomy

Auto-categorize hundreds of thousands of calls without relying on manual agent disposition codes, which are frequently hurried and inaccurate.

Enterprise Pilot Roadmap: Fast Validation With Zero Core System Disruption

Assessing ZharfAva’s conversational accuracy and ROI does not require altering your PBX, ACD, or CRM infrastructure:

Step 1Batch Audio IngestionSelect a representative sample of anonymized telephony recordings for initial benchmarking.
Step 2Taxonomy & Lexicon TuningConfigure industry terminology, SKU product names, and internal compliance checklists.
Step 3Analysis & BenchmarkCross-validate system-extracted scorecards and clusters against your senior QA supervisors.
Step 4Production ArchitectureChoose sovereign cloud or air-gapped on-premise deployment for full-scale live streams.

Upgrade Your Contact Center Operations

Schedule a technical consultation tailored to your telephony volume and enterprise infrastructure.

Request Contact Center Pilot