01 / Software engineering
City assets in one system.
Controllers send readings. The platform shows assets on a map, connection status and event history. Dispatchers see anomalies and verify commands using fresh telemetry.
View the platformEngineering · SoftwareAI SEE
Applications
Different scales. One engineering approach.
For city infrastructure, we build software, connect controllers and bring field data into one control system.
AI SEE / Engineering · Software
How the system works.
A controller receives commands and sends readings from a site. The platform shows its status and event history. We design that connection, build the software and align integrations with the customer’s equipment.
01
At the site
Controllers and sensors receive commands, measure conditions and send readings.
02
For dispatchers
An asset map, connection status, events and command acknowledgements in one platform.
03
For engineers
Measurement history and anomaly analysis help identify what to inspect first.
AI SEE capabilities
What we do
We design solutions for the city, develop software, connect equipment and deploy the system. After launch, we maintain it and support the customer’s team.
Connected equipment.
We connect compatible controllers over MQTT and agree on telemetry and command formats. APIs link the platform with existing city systems.
View connectivityWhat to inspect first.
AI examines the history of voltage, current, power and energy use. It flags unusual behaviour and gives engineers a starting point for diagnostics.
View an exampleAll solutions
Build software around the customer’s workflows, from architecture and interfaces to equipment integration. After deployment, we support and develop the solution.
Discuss a project01 / AI SEE
Software engineering
Build software around the customer’s workflows, from architecture and interfaces to equipment integration. After deployment, we support and develop the solution.
Discuss a projectApplications
Technology in the city.
Roads, buildings and public spaces call for different scenarios. We define the devices, connectivity and data each site needs in the shared system.
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Streets and avenues
Route lighting, luminaire group control and network monitoring.
Almaty at night · application environments.
Photo credits
Igors Jefimovs · Wikimedia Commons · CC BY 3.0
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Controller and system
The controller connects light to the digital platform.
Inside the pole, the controller operates the luminaire and collects measurements. It connects physical equipment to dispatchers and AI SEE analytics.
01
Luminaire ↔ controller. Switching and 0–10 V dimming. Schedules, astronomical clock and ambient-light control.
02
Controller ↔ platform. Voltage, current, power, energy use and alarms travel over 4G and MQTT. Control commands return with result confirmation.
03
Telemetry → AI → engineer. The platform forecasts consumption and potential spikes, detects deviations and helps prioritise inspections.
Example / Smart lighting
Exactly as much light as this moment needs.
Adjust brightness, change conditions and explore lighting control.
Power98 W
Relative power65%
Illustrative calculation: 150 W at 100% brightness, linear model.
Control scenarios for different environmental conditions.
03 / Telemetry
Every signal matters.
From observation to timely action.
StatusInteractive example
Power—
Temperature—
NetworkLTE / NB-IoT
LocationGPS / GIS
Diagnostics
Readings within the operating range
01Diagnostics02Event03Maintenance task
Signal → event → engineering task. The chart illustrates the anomaly response workflow.
04 / Analytics
The city generates data. AI turns it into decisions.
Scenario: rising energy use
Actual
The section uses 30 kWh per night. Measurement history shows how energy use changes.
Example: 20 luminaires at 150 W, operating for 10 hours.05 / From object to network
One object. The start of a system.
Individual devices come together in one monitoring and control system.
06 / Control center
Equipment across Almaty
Loading scene
AI SEE / Technology
Controllers. Data. Actions. One system.
We connect controllers, telemetry, control and maintenance. Understand equipment status, find faults and make data-informed decisions.
- Equipment on a map with connection status.
- Voltage, current, power and energy consumption.
- Remote switching and brightness adjustment.
- Individual device and group control.
- Controller command acknowledgement.
Monitoring and control
- Equipment on a map with connection status.
- Voltage, current, power and energy consumption.
- Remote switching and brightness adjustment.
- Individual device and group control.
- Controller command acknowledgement.
AI SEE / IoT
Different technologies. One control system.
Connectivity is selected for site distances, device density and available infrastructure.
Zigbee
Zigbee connects nearby controllers in a local network. A gateway relays data to the platform; topology and node placement are defined during design.
ControllersGatewayPlatform
Architecture options; compatibility is verified for each device, including protocols, frequencies and supported functions.
Smart facades
Architecture. Light. Character.
Architectural lighting controlled by time: from expressive evening illumination to a subtle night setting.
ALMATY / 01Astronomical clock and dimming
Lighting turns on at sunset and gradually dims through the night schedule. At sunrise, the facade lighting switches off.
Example schedule. Select a period to see the facade brightness. Sunset and sunrise are calculated from the date and site coordinates; times and brightness levels are configured for each project.
Light for the city. Darkness for rest.
Night-time dimming helps limit unwanted light entering windows and preserve a dark sleeping environment. Our design considers luminaire direction, shielding and facade brightness near homes.
What science says
CIE (2024): healthy young adults are advised to have much lower light exposure in the three hours before bed and near-darkness during sleep.
These recommendations concern light reaching the eyes. The 60%, 40% and 20% levels illustrate an engineering schedule, not medical thresholds; settings depend on site conditions and light entering windows.AI SEE equipment
Equipment. In detail.
Poles, facade lighting and controllers for your sites. Equipment is selected for each project.
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Classic poles
Single- and twin-head models with decorative details. Colour and height are selected for the architecture.
08 / Company
An engineering approach. From idea to system.
AI SEE LLP
A Kazakhstan-based IT engineering company with experience delivering real projects. We develop software, implement engineering solutions and bring equipment together in managed systems.
Own software
Kazakhstan team
Data stays in Kazakhstan
Open API
01Architecture
02Development
03Implementation
04Support
Our own engineering and development team. R&D in Kazakhstan.
Turnkey delivery
From design to handover. And ongoing maintenance.
We handle the complete delivery cycle: design, equipment selection and supply, installation, commissioning and handover. After launch, we provide technical maintenance and system support.
01Design02Supply & installation03Commissioning04Handover05Maintenance