Your sensor data is arriving but nothing downstream can act on it in time. Your predictive maintenance model is generating false positives and your operators have stopped trusting the alerts. Your SCADA data and your analytics warehouse have never been properly connected. We build operational data infrastructure that answers the questions your operations team needs to act on now.
These come from engagements with energy companies, industrial SaaS platforms, and OEM manufacturers who need to turn sensor data into operational intelligence.
IoT fleets generating gigabytes per hour. Batch pipelines built for daily summaries. The data is arriving, but nothing downstream can use it in time to act on it.
Models trained on clean historical data that underperform on live sensor streams. Too many false positives — technicians stop trusting the alerts. Too many misses — equipment fails anyway.
Query latency that makes real-time dashboards impractical. Data retention policies that keep too much or too little. Downsampling that loses the anomalies you actually need to detect.
SCADA systems that cannot talk to your data warehouse. OT/IT integration that was promised in the procurement and never fully delivered. Engineers who cannot get data without filing a ticket.
Models deployed at the edge that drift without retraining. Connectivity gaps that leave edge nodes making decisions on stale inference. Update rollout that requires on-site visits.
Compliance reporting that is manual and error-prone. Carbon accounting workflows that require a spreadsheet and two days. Operators who cannot get the data they need without waiting for IT.
Operational software built with the right time-series infrastructure, clean OT/IT integration, and a data model designed for sensor volume is faster to extend and easier for operators to trust. The alternative is three years of patches on top of a batch pipeline that was never designed for real-time operations.
Some engagements span industry verticals and technical challenges together. Explore the full solutions map to find the right match.
More about solutions →A pharma supply chain forecasting model had been in development for nine months. We rebuilt the pipeline with GxP-aligned validation, audit logging, and a kill-switch the QA team owns. Deployed to production in 90 days with a validation package the regulatory team accepted without revision.
A grid monitoring platform was processing sensor data in 4-hour batches. Operators needed 5-minute resolution to act on anomalies before they cascaded. We rebuilt the ingestion layer on a streaming architecture and shipped the anomaly detection model with configurable alert thresholds the operations team controls directly.
A solar energy operator needed real-time visibility at individual panel level across commercial and residential PV plants — replacing costly manual fault-finding. We built SolarWatch, a multi-tenant SaaS IoT platform with AI-driven error pattern detection, real-time module telemetry, and full Dispatcher 2.0 compliance for the German grid.
These are the categories of operational systems we build most often. Most start with a Product Pilot to validate the architecture before committing to a full build — especially important for systems where data quality is uncertain.
Learn about Product Pilot →
Energy Built a cloud-based SaaS monitoring platform providing real-time module-level visibility across PV plants, with AI error pattern detection and Dispatcher 2.0 compliance — eliminating costly manual troubleshooting.
Read case studyWe had a great experience working with the Insoftex team. They played an important role in delivering a modern application for power quality and energy generation analytics, owning both front-end development and automated QA. They built a flexible, user-centric dashboard with configurable widgets, making it easy to analyze data across devices, parameters, and time ranges. Insoftex combines strong technical expertise with a clear focus on quality and delivery. A reliable partner I'd confidently recommend.
Shimon Yannay
Head of Software Development · Israel
We are delighted to acknowledge that Insoftex skillfully programmed our frontend using React, meticulously bringing our design to life. Their adherence to our timelines and effective communication ensured a seamless and productive collaboration.
Ingmar Kruse
CEO · Sun Sniffer · Germany
Book a 30-minute technical call. Bring your sensor volume, your latency requirements, and what the operations team is asking for that they cannot get today.
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