Back to Case Studies
Case Study · Government

PITB Citizen Contact Center — AI-powered citizen services at scale.

ClientPunjab Information Technology Board (PITB)
SectorGovernment & Public Services
MarketPakistan (Punjab Province)
LanguagesUrdu · Punjabi
DeploymentOn-premise (Government data center)
Go-liveApril 2026
55%
Of citizen enquiries resolved without agent transfer
42%
Reduction in misrouted calls across 30+ departments
<3m
Average wait time, down from 12 minutes pre-deployment

The challenge

The Punjab Information Technology Board operates Punjab's primary citizen helpline — a single number handling enquiries, complaints, and service requests for over 30 government departments, from driving licence authorities and land record offices to district health authorities and police divisions. Over 110,000 citizens call every month, the vast majority speaking Urdu or Punjabi, with a significant share calling from rural Punjab where literacy rates make digital self-service channels impractical.

Before Poocho AI, the helpline faced two compounding problems. First, a 40% misrouting rate: citizens would describe their issue in natural Urdu, be routed to a department by a human operator who misclassified the intent, and then need to re-call and wait again. Second, when calls were transferred correctly, the receiving agent had no information about what the citizen had already explained — forcing citizens to repeat everything from scratch. Average wait time during peak hours exceeded 12 minutes. Complaint re-call rates were running above 35%, consuming agent capacity without resolving new issues.

PITB's additional constraint was that all citizen data — including call audio, identity information, and complaint records — had to remain entirely within Punjab government infrastructure. No call content could be routed to commercial cloud platforms.

The solution

Poocho AI was deployed on-premise within PITB's government data center as the intelligent first-response and triage layer for the Punjab Citizens Helpline. The system handles inbound calls in natural spoken Urdu and Punjabi, classifying citizen intent across 47 distinct service categories spanning all 30+ participating departments.

For enquiries that fall within the AI's resolution scope — department operating hours, required documents for a service application, status of a registered complaint, eligibility criteria for a government programme — Poocho AI resolves the call directly and closes it without agent involvement. For enquiries requiring human action, Poocho AI routes the call to the correct department queue and delivers a structured case summary to the receiving agent's screen before the call connects: caller identity, spoken complaint verbatim, classified intent category, any relevant service reference numbers mentioned, and the call timestamp. Agents receive the citizen fully briefed, eliminating re-explanation.

Integration was built with PITB's existing Punjab Citizen Management System (PCMS) and Punjab e-Services portal, allowing Poocho AI to perform live status lookups on complaint reference numbers and e-service application IDs in real time during the call.

Results

Measured over the first 60 days of live operation, Poocho AI resolved 55% of inbound enquiries without any agent transfer — either answering the question directly or providing service status from PCMS. For routed calls, department misrouting dropped from 40% to 23%, a 42% reduction. Average citizen wait time fell from 12 minutes to under 3 minutes. Complaint re-call rates dropped from 35% to 14% within the first month as agents received accurate case summaries and could act without re-clarification.

"Our agents were spending the first three minutes of every transferred call listening to citizens repeat themselves. Poocho AI eliminated that entirely — every transfer now arrives with a structured summary the agent can act on immediately. The misrouting reduction alone justified the entire deployment."
— Director of Citizen Services, Punjab Information Technology Board

Deployment timeline

Week 1 — Discovery & taxonomy
All 30+ departments mapped, 47 citizen intent categories defined, and on-premise infrastructure requirements confirmed with PITB's IT security team.
Weeks 2–3 — Integration & staging
PCMS and Punjab e-Services API connections established. SIP trunk configured within the government data center. Call flows built for all 47 intent categories in Urdu and Punjabi staging environment.
Week 4 — Shadow routing
Poocho AI ran in parallel with the live helpline across 8,000 test calls. Misclassification patterns identified and routing rules refined; intent classification accuracy validated against human-labelled ground truth.
Week 5 — Full go-live
Full cutover on the Punjab Citizens Helpline. Monitoring dashboard deployed for PITB operations team with real-time intent classification, resolution rate, and misrouting metrics.

Deploying AI for citizen services at your organisation?

We scope government deployments in two business days — including data-residency and compliance review at no charge.

See government solutions