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Public Administration AI (Qurify-Based)

✓ In production · Hongcheon County since May 2026

AI Civil Complaint Management System

Qurify ontology-based · closed-network LLM support across the entire complaint handling process

Complaint analytics, AI-powered staff assignment, automated answer drafts, and automatic retrieval of similar cases and statutes — all running inside the government's closed network with no external connection.

At a glance

One-sentence definition

The AI Civil Complaint Management System is a closed-network, on-premise Qurify product for public complaint work — intake, assignment, draft answers, similar cases, and statute lookup.

Who it is for

Municipal complaint desks, handling departments, audit and statistics officers.

Problem it solves

Repeat complaints are classified by hand, similar cases and statutes take time to find, and answer quality drops when staff change.

Key capabilities

  • ·Complaint analytics and AI staff assignment
  • ·Automated answer drafts
  • ·Similar-case and statute lookup
  • ·Role-based screens and operations statistics

Environment, integrations, deployment, security

Closed-network government LLM, on-premise, no external internet. In production in Hongcheon County since May 2026.

Limitations

Limited to public-administration complaints. It is not a private contact-center product. Metrics are from Hongcheon operations and vary by institution.

Verified Performance

Verified Performance Metrics

5

min

AI answer drafts pre-generated overnight (per case)

5

sec

Response time for similar-case and statute search

650

users

Concurrent users verified (spec supports up to 800)

8/8

features

All 8 core features passed testing and final inspection

Business Impact

Impact — Before vs After

AreaBeforeAfter
AssignmentOpening complaints one by one to assign officers manuallyAI recommendation → assigned with a single click
Answer draftingManually searching past cases and statutes, then writing (tens of minutes)Review AI draft → revise via chat → consult the similar-case and statute panels
Legal groundsSeparate searches on the national law portalRelevant statutes and provisions surfaced automatically in a dedicated panel
Similar casesKeyword search, relying on memorySummaries and evidence from past cases surfaced automatically in a dedicated panel
Deadline trackingChecking due dates individually by handAutomatic D-day badges with color-coded warnings

Reduced to below 80%

Manual work rate

3–4 days → within 1 hour

Complaint response time

~40x increase

Cases handled per officer

95% (processed within 4 days)

Deadline compliance

* Based on the Hongcheon County deployment

Case Study — Hongcheon County

Client
Civil Affairs Division, Hongcheon County, Gangwon State
Project period
Oct 24, 2025 – Apr 30, 2026 (189 days)
Users
~650 public officials
Complaint volume
~10,000 complaints per year
Data construction
8,000 complaints (2016–2025) + statutes and ordinances + 746-person org chart
Integrations
End-to-end Saeol SSO integration, daily batch sync with e-People
Verification
All 8 core features passed pilot operation and final inspection → full production since May 2026
Maintenance
Monthly on-site visits, AI model recalibration every 6 months, quarterly statute updates
Expansion
Ready to scale as a standard for local governments nationwide — one closed-network unit plus an optional internet-network deployment

Together with Hongcheon County, we successfully built an AI system that runs reliably even in a fully closed government network.

Sangsoo Lee, CEO of SmartMind AI, Money Today (May 12, 2026)

Speed AI Min Hongcheon goes beyond faster complaint processing — it helps ensure residents receive stable, consistent service.

Hongcheon County official, Yonhap News (May 13, 2026)

Core Features

8 Core AI Features

AI supports the entire process — from intake and assignment to answer drafting and completion.

AI Staff Assignment Recommendations

Automated nightly analysis plus real-time recommendations. Presents the top 3 recommended officers along with the reasoning behind each assignment

AI Answer Drafts + Chat Revision

Drafts pre-generated overnight (within 5 minutes per case) — ready when staff arrive. Request revisions via chat for instant regeneration, with 4 revision types, undo, and copy

Similar Complaint Search

AI similarity search automatically surfaces past complaints with 50%+ match. View full text of previous answers and handling departments

Automatic Statute & Ordinance Lookup

Automatically matches national statutes and local ordinances. Displayed with separate badges; click to view the full provision text

Real-Time Monitoring Dashboard

Alert cards for same-day and approaching deadlines, sorted by due date. Processing status updates in real time

Completion Workflow + 4-Role Permissions

Two resolution paths: complete or reject. Four permission tiers — assigner, handler, administrator, and system owner

Unified Handling of Offline Complaints

Complaints received by fax, phone, or walk-in get the same AI-powered processing. Unusual complaints are flagged automatically

Statistics & Reports

Processing statistics by officer, department, and period, with Excel export. Visualizes reductions in processing time

System & Security

System Architecture & Security

An on-premise architecture optimized for closed government networks guarantees both security and performance.

Deployment

On-premise installation inside the government's closed network. All processing completes without any external internet connection.

Data Security

Complaint data can never leave the network. Security measures documentation and network diagrams were submitted in the Ministry of the Interior and Safety's official format and approved.

AI Engine

Proprietary lightweight LLM deployed on-premise (GPU workstation). No external LLM APIs, no token costs.

Verified Integrations

Saeol administration system SSO auto-login, daily batch sync with the national e-People petition system

Extensible Integrations

Government24, SEUMTER, Bokjiro, next-generation vehicle management, geospatial systems, and more (when the operating agency provides APIs)

Frequently Asked Questions

Questions actually asked by other local governments.

Q.We can't use external cloud services. Is this still possible?

Yes. The system is installed and operated directly on servers inside your closed government network. Our proprietary LLM runs on on-premise GPUs, so no external LLM APIs or internet connection is needed at all. Complaint data can never leave the network.

Q.Do we need to modify our existing complaint systems (Saeol, Eungdapso, etc.)?

No. The AI functions are developed separately and connected via API, without touching your existing systems. Saeol SSO auto-login and e-People integration are already verified in production. After the benefits are proven, features can be gradually merged into your existing system's UI.

Q.Besides e-People, what systems can it integrate with?

e-People (batch) and Saeol (SSO) integrations are already built and verified. Government24, SEUMTER, Bokjiro, the next-generation vehicle management system, geospatial systems, and others can be integrated when the operating agency provides APIs. Each system involves its own administrative procedures (official requests, etc.).

Q.Are AI answers generated in real time or in batches?

Hongcheon County uses overnight batch generation, so drafts are ready when staff arrive in the morning. New deployments can be designed for real-time generation from the start. Similar-case and statute searches respond within 5 seconds on screen.

Q.Can it handle our agency's complaint volume?

Yes — from small to very large environments. We size the GPU infrastructure to your scale, and large deployments scale out with multiple GPUs in parallel. We provide an exact specification after reviewing your daily complaint volume, media types, and concurrent user counts.

Q.What about complaints with image or video attachments?

We recommend starting with text complaints, then expanding to images (OCR/image recognition) and video in stages. Image processing requires only a higher base GPU specification; video increases GPU costs significantly, so we review it separately based on volume and frequency.

Q.How is this different from a generic chatbot or LLM solution?

Rather than simple LLM answer suggestions, the system works on top of an ontology (Qurify) that precisely models your agency's workflows and data. Duty assignments, org charts, and statutory frameworks are structured as metadata, enabling accurate assignment, answers, and evidence. And it runs in a closed network with no external connection.

Q.What if our historical data is sparse or messy?

Data cleansing and ontology construction are core phases of the project. Even with limited data, we analyze and refine what you have and convert it for AI training. As resolved cases accumulate in production, retraining continuously optimizes the AI for your agency.

Q.How is personal information protected?

Access is restricted by role (four tiers: assigner, handler, administrator, system owner), and personal information is masked during preprocessing before data is loaded. Masking scope and policy are designed in advance to match your agency's privacy standards. We have a track record of submitting and passing security documentation in the Ministry of the Interior and Safety's official format.

Q.What are the deployment process and timeline?

The standard deployment takes about 6 months: initiation and analysis (weeks 1–4), data construction (weeks 5–10), system development (weeks 7–16), installation and testing (weeks 17–20), pilot operation (weeks 21–22), and full operation (weeks 23–24). For competitive tenders, we can help draft the functional specifications for your RFP.

Timeline

Deployment Process

The standard deployment takes about 6 months (24 weeks), proceeding in stages. For competitive tenders, we can help draft the functional specifications for your RFP.

1

Initiation & Analysis

Weeks 1–4

2

Data Construction

Weeks 5–10

3

System Development

Weeks 7–16

4

Installation & Testing

Weeks 17–20

5

Pilot Operation

Weeks 21–22

6

Full Operation

Weeks 23–24

AI Civil Complaint Management System Brochure

Get the official brochure covering system features, the closed-network architecture, and the Hongcheon County case with verified metrics.

Download the AI Complaint System Brochure

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Considering the AI Civil Complaint Management System?

We'll design a configuration that fits your agency's environment, guiding you step by step from demos to PoC to production.