All case studies

Contact centre operations

Mogassam

Voice agent for inbound call handling

Measured results

  • 86.7%

    calls contained

Source: Epsilon AI Analytics implementation record

The problem

Inbound call volume meant routine enquiries occupied agents who were needed for the calls that genuinely required a person.

What was built

A voice agent that answers, understands the caller in their own dialect, and resolves the enquiry end to end — handing over to a person only when it cannot. This engagement is the lineage VOICE.INS was built from.

Technical approach

Speech recognition
Dialect-aware transcription, so a caller is understood without switching to formal Arabic.
Call containment
The agent completes the enquiry itself; containment is measured as calls closed without reaching a person.
Escalation
Hand-off to a person carries the transcript, so the caller does not repeat themselves.

Measurement framework

Deployment evidence is drawn from the published engagement. The delivery and measurement plans are case-specific recommendations grounded in the documented solution and results.

Evidence status
The published 86.7% containment result documents operation on eligible inbound calls, with outcomes recorded through the call-centre workflow.
Indicative delivery plan
Map eligible intents and escalation rules, integrate telephony and CRM records, validate conversations on test traffic, launch to a limited call share, then increase coverage under quality monitoring.
Recommended baseline
Recommended: eligible routine inbound calls previously handled by people, with containment defined as a completed customer intent without human transfer and with a clearly stated repeat-contact window.
Recommended measurement method
Divide calls resolved without transfer by all eligible calls. Exclude tests, abandoned connections and forced-routing events; reconcile outcomes with telephony and CRM records, and monitor repeat contact within seven days as a resolution-quality check.

Recommended items are not presented as the original study method. They should be replaced with the confirmed project methodology when the underlying records are approved for publication.

Voice.INSThe product this becameRequest a tailored case brief