Queues become visible too late
Administrators react to complaints and visual overload, not to objective metrics for every service area.
Statanly for citizen service centers
Video analytics for public service centers
A single video analytics layer for queues, waiting time, service desks, e-tickets, dispute cases and branch KPI, built on top of existing cameras.
24/7
events, snapshots and evidence without manual archive review
queues
queue length, people density and actual waiting time
SLA
service-level control by area, desk and branch
desks
open desks, idle time, operator load and peak hours
RTSP
connection to existing IP cameras, VMS and NVR
BI
dashboards, reports and e-queue integrations
Challenge
A service center needs managed service quality, not just a camera archive
CCTV is usually already installed, but it does not show where queues grow, why SLA is missed, or which branch needs the administrator’s response.
Service desks are unevenly loaded
Some operators are overloaded while others are idle; without analytics it is hard to prove the cause and tune the schedule.
Disputes need evidence
Document handover, application intake, conflict, lost ticket or unattended item should be found in the archive quickly.
Manual reports do not explain causes
Average waiting time and visits matter, but managers also need zones, peaks, SLA and branch comparison.
Core AI modules
Modules for public service centers and branch networks
Scenarios can be launched in stages: queues and SLA first, then service desks, tickets, safety, reports and a centralized control center.
Queue
Queues and waiting time
People count, queue length, flow density, average and maximum waiting time by area.
SLA
Service desks and SLA
Open desks, operator occupancy, idle time, service speed and SLA violations.
Tickets
Reception, tickets and routing
Approach to information desk, kiosk operation, visitor routing and administrator support.
Hall
Waiting area and accessibility
Hall occupancy, free seats, assistance for visitors with limited mobility and crowding control.
Safety
Incidents and disputed situations
Unattended items, falls, conflicts, aggressive behavior and fast event search in the archive.
Network
Central control center
Branch status, events, KPI, load map and comparison of offices in one interface.
Reports
KPI, ranking and branch analytics
Reports on queues, SLA, service desk load, peak hours and service quality.
How it works
From visitor flow to operational decision
The system analyzes video, creates events and metrics, then sends them to the hall administrator, branch manager or head office.
Queue, flow density and waiting time are measured by service area, not by visual guesswork.
Queues
Real-time queue and waiting time control
Cameras show actual queue length, flow density and people movement dynamics. The system understands where the queue is growing and where it is already being relieved.
Thresholds can be configured for each area: allowed queue length, maximum waiting time, hall overload or entrance overload.
- people count in queue, waiting hall and entrance area
- average and maximum waiting time estimation
- administrator notifications when thresholds are exceeded
- load history by hour, weekday and branch
The system shows which desks are open, where there is idle time and where load accumulates.
Service desks
Operator, desk and consultation area load
Video analytics helps see how many desks are actually working, how the queue is distributed and where an additional service line is needed.
For managers, this is both online control and a data basis for schedules, standards and branch comparison.
- open and closed service desks
- operator idle time and overload in a specific area
- connection to SLA and actual service time
- branch comparison by load and service speed
Ticket, reception desk, consultation and transfer to service desk can be combined into a clear service scenario.
Routing
E-queue, tickets and visitor movement
Public service centers often combine CCTV, e-queue and internal systems. Video analytics adds the factual layer: where the visitor waited, whether they approached the desk, and how long consultation took.
This helps investigate disputes and reveal real bottlenecks that are not always visible in the ticketing system.
- information desk, ticket kiosk and entrance area
- flow control toward desks and consultation zones
- events for hall administrators and evidence snapshots
Safety matters not only for security, but also for the quality of visitor service.
Safety
Incidents, unattended items and disputed situations
Public service centers handle large visitor flows: elderly people, families with children and stressed applicants. The system helps notice an event quickly and find the required archive fragment.
By default, the solution works with events and zones. Biometric scenarios, if required, are discussed separately and enabled only with a proper legal basis.
- unattended and suspicious items in the waiting area
- falls, conflicts, aggressive behavior and crowding
- control of staff-only areas, passages and emergency exits
- fast search by time, zone and incident type
Head office sees branches in one system: load, SLA, events and trends.
Branch network
A single management window for the network
When there are many centers, a single camera is not enough. Management needs a comparable view across the network: where queues grow, where SLA is repeatedly missed and where schedules need adjustment.
The dashboard combines online events, reports, archive snapshots and service quality indicators.
- branch map and current load
- office ranking by SLA, waiting time and peak hours
- daily and weekly reports for managers
- data export to BI, data warehouse or internal systems
Impact
What we measure during the pilot
Numbers depend on layout, cameras and procedures. During the pilot we capture the baseline, enable 3–5 scenarios and compare the result using the same metrics.
-20–40%
target waiting-time reduction area through earlier response to overload
SLA
transparent service-level control by area, desk and branch
+data
objective basis for schedules, shifts and opening additional desks
2–3 weeks
typical pilot for one center or a group of branches using existing cameras
Users
Who benefits from analytics in a service center
The same system gives different views: administrators need live notifications, branch managers need load and SLA, head office needs network comparison.
Hall administrator
- sees growing queues and overload in the waiting area
- receives a notification when a desk should be opened or a consultant redirected
- quickly finds evidence for disputed situations
Branch manager
- monitors SLA, service desks, peaks and shift schedules
- compares actual load with the plan
- prepares reports without manual archive review
Security team
- receives events for unattended items and conflicts
- monitors staff-only areas and passages
- uses evidence snapshots for investigations
Head office
- sees branch ranking and service quality dynamics
- compares regions, offices and peak hours
- receives data for BI and management decisions
Integrations
Connects to existing infrastructure
There is no need to replace the entire CCTV layer. Scenarios can run on top of current cameras and gradually connect to e-queue, BI and notification channels.
IP cameras and VMS
RTSP/ONVIF, NVR/VMS, edge or server processing, support for already installed cameras.
E-queue
Link video events to tickets, desks, service areas and actual waiting time.
Notifications
Events for administrators, security and managers through UI, email, Telegram or webhook.
BI and reports
Export aggregated metrics to BI, DWH, internal dashboards and regular branch reports.
We will design a pilot for one center or a branch network
We start with camera layout, zones and procedures: queue, desks, SLA, disputed situations and reports. After the pilot, only scenarios with measurable impact remain.