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Flagship Platform

In-Sight Analytics

End-to-end machine operation intelligence. Ingest data from 40+ sources, apply AI and ML, and act on real-time dashboards — all in one platform built for industrial environments.

40+ Data source protocols
95%+ Failure prediction accuracy
<1s Real-time response
R11M Savings delivered

One Platform. Complete Operational Intelligence.

In-Sight Analytics is excite-data's flagship industrial intelligence platform. It sits at the intersection of data engineering, machine learning, and operational technology — giving your team a single, trusted view of every machine and process on your floor.

Whether you're managing a mining operation, a manufacturing facility, or an energy-intensive plant, In-Sight Analytics connects to your existing infrastructure and transforms raw sensor data into decisions your team can act on — in real time.

It is not a dashboard tool. It is an AI layer over your entire operational data estate.

Ingest

Connect to 40+ data sources — PLCs, OPC-UA, ModBus, SCADA, SAP, SQL, REST APIs, and more. No data silo is left behind.

Analyse

AI and ML models run continuously on your data — detecting anomalies, scoring asset health, predicting failures before they happen.

Visualise

Real-time dashboards, SPC charts, trend analysis, and custom KPI views — accessible from any device, on any shift.

Act

Automated alerts, maintenance scheduling triggers, and an AI chatbot for instant answers to operational questions.

Everything Your Operations Team Needs

In-Sight Analytics covers every layer of the operational intelligence stack — from raw data ingestion to AI-assisted decision-making.

Real-Time Asset Health Scoring

Every monitored asset receives a continuously updated health score based on live sensor data. Deterioration is flagged before it becomes a failure event — giving maintenance teams time to act.

Predictive Maintenance (95%+ Accuracy)

ML models trained on your operational history learn the specific failure signatures of your equipment. Our models have demonstrated 95%+ accuracy in predicting failures at Royal Bafokeng Platinum.

AI Chatbot for Operational Q&A

Ask plain-language questions and get instant answers from your operational data. "What was the average temperature of Pump 3 last week?" The AI responds in seconds — no SQL required.

SPC Charts & Anomaly Detection

Statistical Process Control charts monitor process variability in real time. Automated anomaly detection alerts your team to deviations that exceed acceptable thresholds — before they cause quality escapes.

40+ Data Source Integrations

OPC-UA, ModBus, MQTT, REST, SQL, SAP, Historians, Excel — if your plant generates data, In-Sight Analytics can ingest it. Our data engineering team handles every integration layer.

Smart Alerting & Escalation

Configurable alert thresholds, escalation paths, and notification channels (email, SMS, dashboard). The right person gets the right alert at the right time — and not a moment later.

Custom Dashboards

Purpose-built dashboards for different roles — operations manager, maintenance technician, shift supervisor, C-suite. Every view shows exactly what that user needs to do their job.

Cloud & On-Premise Deployment

Deploy on your own infrastructure, in the cloud, or hybrid. We support all major cloud platforms and can operate in air-gapped environments where connectivity is restricted.

Data Governance & Security

Role-based access control, full audit logging, and data governance frameworks compliant with enterprise security standards. Your data stays yours — private, secure, and governed.

In-Sight Analytics Has Delivered Results at Scale

Mining · Predictive Maintenance

Asset Intelligence for Royal Bafokeng Platinum

Frequent equipment failures and high callout costs were eroding margins. In-Sight Analytics shifted the operation from reactive to predictive maintenance.

95%+
Failure prediction accuracy
4
Critical assets monitored
Royal Bafokeng Platinum Read more
Mining · Data Engineering

Operational Data Integration for Exxaro Resources

Fragmented data across multiple systems made fast, data-driven decisions impossible. In-Sight unified 40+ sources into a single operational view.

40+
Data sources unified
Real-time
Operational visibility
Exxaro Resources Read more

From Discovery to Live in Four Steps

We do not sell software licenses and walk away. Every In-Sight Analytics deployment is a hands-on engagement — we get in the plant, understand your data, and build a system that actually works in your environment.

Start the Conversation
01

Data & Systems Audit

We map your existing data sources, protocols, and infrastructure. We identify what data is available, what's missing, and what's most valuable to collect.

02

Integration & Pipeline Build

Our engineers build the data ingestion pipelines, connect to your OT and IT systems, and establish a clean, reliable data flow into the platform.

03

Model Training & Dashboard Design

AI models are trained on your historical data. Dashboards are designed with your operational teams to ensure every view reflects how your people actually work.

04

Go-Live, Training & Ongoing Support

We deploy, validate on-site, train your teams, and stay engaged post-launch — monitoring model performance, retraining as needed, and evolving the platform with your business.

More From excite-data

In-Sight Vision

Computer Vision

Real-time computer vision for industrial defect detection, blockage monitoring, and process deviation alerting — with sub-second PLC integration.

GigaSave

Power Management

Modular power management system with real-time energy dashboards, carbon reporting, fault detection, and ModBus / IoT integration.

Zwothe Enterprise

BPM · ERP · CRM

One integrated enterprise platform — 30+ modular apps for BPM, ERP, and CRM without writing a line of code.

See In-Sight Analytics
In Your Environment.

Book a demo. We'll walk you through a live deployment relevant to your industry and show you exactly how In-Sight Analytics would work for your operation.