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.