Case Study · Banking

Bank of Punjab — Voice AI for customer helpline automation.

ClientBank of Punjab
SectorBanking & Financial Services
MarketPakistan
LanguagesUrdu · Punjabi
DeploymentOn-premise
Go-liveMarch 2026
63%
Reduction in agent-handled calls for routine enquiries
89%
First-call resolution rate on automated use cases
<8s
Average AI response time, vs 4-minute average wait before deployment

The challenge

Bank of Punjab operates one of Pakistan's largest retail banking helplines, handling over 45,000 inbound calls per month across its branch network. The majority of callers — customers from Lahore, Rawalpindi, Faisalabad, and rural Punjab — speak Urdu or Punjabi as their primary language, yet the bank's existing IVR system required English input for account verification and menu navigation. Drop-off rates on routine self-service flows were high, and agents were spending the bulk of their working hours on calls that required no human judgement: balance checks, mini-statements, card status, and branch hours.

Before deployment, 78% of inbound calls required live agent handling even for fully routine queries. Average wait time during peak hours (10am–12pm and 4pm–6pm) exceeded four minutes, driving complaint volumes and eroding customer satisfaction scores. The bank needed a solution that could handle native Urdu and Punjabi speech accurately, integrate with their core banking system without a full infrastructure replacement, and be deployed entirely on-premise to satisfy SBP data-residency requirements.

The solution

Poocho AI deployed a voice AI layer on-premise within BOP's Lahore datacenter, sitting in front of the bank's existing telephony infrastructure and handling inbound customer calls in Urdu and Punjabi across five helpline use cases.

The five use cases configured at go-live: account balance enquiry, mini-statement delivery, card block and unblock, fraud dispute intake and case creation, and branch locator. The voice models were fine-tuned on banking-domain conversation data in Lahori Urdu and Punjabi, covering account product names, banking terminology, and the code-switching patterns common when BOP customers discuss transactions. Integration with BOP's core banking system was implemented via REST APIs, enabling real-time balance reads, transaction lookups, and card status updates. Customer identity is verified using CNIC-based authentication before any account data is returned. Escalations to human agents arrive with a pre-populated screen-pop — caller identity, conversation summary, and any case reference created during the AI interaction — so agents receive the call fully briefed.

Results

Measured over the first 90 days of live operation, the Poocho AI deployment reduced agent-handled volume for the five automated use cases from 78% to 15% of total inbound calls. First-call resolution on AI-handled interactions reached 89%. Average customer wait time dropped from over four minutes to under eight seconds. Customer satisfaction scores on AI-handled calls averaged 4.1 out of 5 on post-call IVR surveys — matching agent-handled call satisfaction scores for the same use cases.

"The Urdu and Punjabi recognition accuracy was the deciding factor — our customers speak the way they speak, and the system understood them from day one. We went from scoping to live calls in three weeks, entirely within our own infrastructure."
— Usman Tariq, Head of Digital Channels, Bank of Punjab

Deployment timeline

Day 1 — Scoping
Use cases, integration requirements, SBP compliance review, and language scope confirmed with BOP's digital and operations teams.
Week 1 — Integration setup
Core banking REST connection established, SIP trunk configured, test environment stood up, and initial call flows built for all five use cases.
Week 2 — Shadow routing & tuning
AI handled live calls in parallel with the existing IVR. Transcription accuracy reviewed across 2,000 calls; escalation thresholds calibrated with BOP's operations team.
Week 3 — Full go-live
Full cutover to Poocho AI as the primary handler across all five use cases on BOP's main customer helpline number.

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