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IoT & AI Software Development
IoT & AI software development that fits the systems you already run
Sensor data only helps when it reaches the right people in the right shape. INCLUDE's IoT & AI software development service builds dashboards, backends, web and mobile apps, and ERP integrations on top of the INCLUDE platform that is already running. You do not start from zero.
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When off-the-shelf IoT software is not enough
Data scattered across many apps
Every machine vendor ships its own software, so your team opens several screens to see one situation.
Standard dashboards don't fit the workflow
Built-in views do not answer the specific questions of production managers, maintenance teams, or the board.
Field data never reaches the ERP
Production and energy figures are still retyped into the ERP or spreadsheets. Slow and error-prone.
Building from scratch takes too long
An in-house team has to set up servers, security, device management, and apps before shipping a single dashboard.
What our IoT & AI software development covers
Real-time monitoring dashboards
Role-based views for operators, supervisors, and management, with alarms and automatic reports.
Backend & sensor-data processing
Device data ingestion, time-series storage, derived calculations, and alarm rules.
APIs & system integration
Connecting IoT data to your ERP, MES, or internal apps via API, MQTT, or scheduled exports.
Web & mobile apps
Apps for field teams: alarm notifications, data entry, and monitoring from a phone.
AI features inside the app
Anomaly detection, forecasts, or video analytics shown right on the screens your team uses every day.
White label
The app carries your logo, colours, and domain, ready to sell to your own clients.
More than a project vendor
One team, from devices to AI
Hardware, firmware, software, integration, and AI are handled by the same team. No finger-pointing between vendors.
Built on a platform that already runs
Device management, dashboards, alarms, and access control already exist on the INCLUDE platform, so your project does not start from zero.
Start with a single pilot
Prove the value at one site or one line first, then scale once the results are visible.
Four steps from first call to live
Requirements mapping
We map who the users are, which decisions they make, and what data they need.
Screen design
Screen designs are approved before development starts, so no feature misses the mark.
Iterative development
Features ship in stages on the INCLUDE platform and you try them with real data.
Launch & maintenance
The app goes live, your team is trained, and updates follow the support agreement.
Connected to our products and solutions
Frequently asked questions
Why build on the INCLUDE platform instead of from scratch?
Foundations such as device management, data storage, alarms, and access control already run on the INCLUDE platform. Your budget and time go into the features that are truly specific to your business.
Can it connect to the ERP we use?
Usually yes, as long as your ERP offers an API, database access, or file import. We check the integration options during requirements mapping.
Who owns the data and the app?
Your operational data stays yours. Rights to the code and licensing of the custom app are set out in the contract before work begins.
Is there a mobile app?
Yes. We build web and mobile apps to fit your team, including alarm notifications on the phone.
What about data security?
We design role-based and per-organisation access with encrypted communication, then review the architecture with your IT team.
Explore other INCLUDE services
Let's talk about your IoT & AI Software Development needs
Tell us the problem. Our engineers will reply with a realistic first step, free and with no obligation.