Plavno developed an AI-powered voice assistant for a state agency service center to automate routine resident calls, guide users to approved public information, and reduce repetitive pressure on hotline staff.
Overview
The client was a government service center handling large volumes of public calls about eligibility, required documents, office locations, status inquiries, deadlines, and next steps. Plavno implemented an AI voice hotline that answered recurring questions, guided residents to the correct service path, and transferred case-specific or sensitive calls to human staff when needed.
Lower repetitive hotline load on public service staff
Faster access to official service information for residents
Better consistency across common public inquiries
Improved support coverage during high-demand periods
Stronger digital foundation for voice-enabled citizen service delivery

The service center handled a constant flow of calls from residents seeking help with applications, deadlines, forms, office details, and eligibility requirements.
Common challenges included:
Too many repetitive calls reaching live agents
Long wait times during filing periods and deadlines
Inconsistent answers across teams and shifts
Staff time consumed by routine informational questions
Limited phone support coverage outside core hours
The agency needed to improve resident access to information without scaling hotline staffing for every surge in call volume.

The platform needed to:
Answer routine resident calls through natural voice interactions
Ground responses in approved government content
Support multiple service categories and call intents
Avoid unsupported guidance in sensitive cases
Escalate complex or case-specific situations to human staff
Integrate with service directories, FAQs, and agency information sources
There were also important constraints:
The assistant had to remain understandable for a broad public audience
The solution needed guardrails around legal, eligibility, and case-specific issues
Public trust and consistency were critical
Call logs and automation behavior needed oversight by internal teams

Solution
A voice-enabled public service platform that combines inbound conversational AI, knowledge base integration, intent recognition, staff escalation, and call analytics to replace rigid menu trees with natural, scalable resident support.
AI voice assistant for resident hotline calls
Grounded answers from approved public content
Support for forms, eligibility, office hours, deadlines, and service steps
Human escalation for sensitive or unresolved issues
Call analytics and service center reporting
Multi-service and multi-topic support logic
Scalable infrastructure for public hotline demand
Receive Resident Call: The assistant answers inbound calls and identifies the topic of the request.
Match the Right Service Topic: The system maps the caller’s intent to the correct agency service area, FAQ, or next-step guidance.
Deliver Approved Guidance: The assistant gives grounded answers based on official public information.
Escalate if Needed: Case-specific or sensitive calls are transferred to a human service representative with structured context.
Supports state agency hotlines and citizen service centers
Suitable for high-volume public inquiry environments
Handles repetitive service questions at scale
Designed for broad accessibility and ease of use
Scalable for multi-department support and future hotline expansion
Architecture Overview
Voice Layer: Conversational AI for resident-facing phone support.
Government Content Layer: Approved service content, FAQs, directories, and process guidance used to ground responses.
Intent & Routing Layer: Classification of caller intent across service topics and escalation paths.
Operations Layer: Visibility into call types, handoff rates, unresolved cases, and hotline demand patterns.
Reporting Layer: Dashboards for call volume, common questions, automation coverage, and staff deflection.
Infrastructure Layer: Cloud-based voice orchestration for always-on hotline support.

Value
Delivering clearer public phone support, more consistent service answers, and scalable hotline operations
Residents get faster answers to routine questions through voice.
Routine answers remain aligned to approved agency information.
Public service staff spend more time on complex cases instead of repetitive calls.
The agency gains a scalable support layer for recurring public inquiries.
Benchmarks
Built to support high-volume resident calls, filing-period demand, and scalable public hotline operations
Handles repeated inquiries during deadlines and service-demand spikes.
Answers remain tied to structured public service information.
The platform can expand across multiple agencies or service categories.
Provides an always-on support layer for resident phone access.
Data Protection
Enterprise-grade protection for citizen interactions, hotline workflows, and public service support operations
Agency teams access only relevant workflow and reporting data.
Voice support interactions and handoff logic are managed through secure controls.
Internal teams retain visibility into how automated hotline flows are performing.
Innovative Experience
AI voice hotlines for citizen services, government information, and public support automation
Delivery Crew
High-performing developers for growing companies

Eugene Katovich
Sales Manager
Plavno builds voice-enabled public service assistants that help agencies automate routine calls, improve resident guidance, and scale hotline operations more efficiently.
Talk to an ExpertCompetitive Ability
Demonstrating how Plavno transforms repetitive public service calls into scalable AI-assisted hotline workflows
Capture the Citizen’s Question
Answer the call and identify the core service topic.
Match to Approved Content
Connect the request to official service guidance, forms, or office information.
Deliver Natural Voice Support
Provide a clear answer and guide the resident to the correct next step.
Escalate Sensitive Cases
Transfer case-specific or unresolved calls to human staff with structured context.
Automated hotline call handling
Multi-topic support logic
Human handoff paths
Better coverage without proportional staffing growth
High-volume citizen inquiry support
Filing-period and deadline readiness
Multi-service hotline expansion
Scalable voice operations infrastructure
Intent detection for public service topics
Grounded responses from official content
Natural voice interaction for residents
Ongoing tuning of hotline scenarios
Measurable outcomes delivered by an AI voice citizen services hotline
Callers reach relevant information faster through natural voice interaction.
The agency improves consistency in how common questions are answered.
The hotline becomes a scalable channel for broader voice-enabled public service operations.
Residents get faster answers during filing deadlines and high-call-volume periods without extra staff.
Routine hotline questions are resolved more efficiently.
Tools We Used
Project Estimator
The estimated time to launch the product
Clear vision of functionality you need
15% discount on your first sprint

Frequently Asked Questions
Find answers to your common concerns
Yes. It is designed to handle recurring questions about forms, requirements, deadlines, and office information.
Yes. The system is built to rely on approved service content and agency information.
Yes. Sensitive or unresolved calls can be escalated with structured context.
Yes. The platform is designed for high-volume public service and hotline environments.
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Vitaly Kovalev
Sales Manager
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