The solution
laboratory.
Evidence of how we think, not just what we list. Every demonstration on this page is a deterministic simulation using synthetic data. None of it is connected to a client system or a live plant.
Explore how our solutions work.
Three reference architectures. Inspect each stage, follow the data, switch between business and technical explanations, and simulate a failure to see how the system recovers.
From a sensor signal to an operational decision.· Engineering-led, validated by data
Simulation · not connected to live systemsNode 01 · Engineering
Sensor
Measures something that matters to the operation — here, the pressure on a pump discharge line.
- 4–20 mA loop
- Pressure transmitter
Sample data · in → out
- Input
- Physical pressure: 6.42 bar
- Output
- Loop current: 14.27 mA
Failure & recovery
Broken wire reads < 3.8 mA; a failed transmitter can freeze on one value.
Out-of-range current is flagged as a sensor fault (NAMUR NE43 style), never as a real reading.
Illustrates: Signal acquisition · Local processing · Message transport · Data validation · Persistent storage · Real-time monitoring · Business intelligence · Human action
From the physical world to digital intelligence.
A virtual pump-pressure monitoring system: sensor, edge gateway, MQTT, backend and operator dashboard. Trigger each scenario and watch what an operator would see — including how the system behaves when things go wrong.
Normal operation. Pressure around 6.2 bar; values flow end-to-end in about a second.
Simulated plant · no hardware connected- Sensor PT-101ok
- Edge gatewayok
- MQTT uplinkok
- Backendok
- Processnormal
- Edge bufferempty
Operator view · Pump P-1 discharge pressure
5.99bar
LIVE · data age < 1 s
limit 8.5 bar · alarm delay 3s · sim time 40s
Event log
- t+0sSYSTEMSimulation started — synthetic data, no hardware connected
From inconsistent data to trusted intelligence.
A synthetic FMCG product file with the problems real retailers face. Step it through seven stages and see the logic behind every change. A dashboard is only as good as what is underneath it.
Raw extract. Eighteen product records from two stores, as they arrive from the retail ERP. They contain duplicate barcodes, missing attributes, incorrect unit costs, conflicting selling prices, case-pack inconsistencies and supplier mismatches. Select a stage, or step through in order.
| ID | Store | Barcode | Description | Brand | Category | Supplier | Pack | Unit cost | Sell | Margin | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| R01 | WHK-01 | 2001001000011 | Rooibos Tea 80s | Desert Leaf | Beverages | Namib Valley Foods | 12 | 43.00 | 54.99 | 21.8% | |
| R02 | SWK-02 | 2001001000011 | ROOIBOS TEA 80S | Desert Leaf | Beverages | NAMIB VALLEY FOODS (PTY) LTD | 12 | 43.00 | 54.99 | 21.8% | |
| R03 | WHK-01 | 2001001000028 | Maize Meal 5kg | Namib Gold | Pantry | Namib Valley Foods | 6 | 39.67 | 74.99 | 47.1% | |
| R04 | WHK-01 | 2002002000017 | Sparkling Water 500ml | Spitzkoppe | Beverages | KALAHARI BEV | 24 | 7.20 | 12.99 | 44.6% | |
| R05 | WHK-01 | 2002002000024 | Cola 2L | Kala Cola | Beverages | Kalahari Beverages | 6 | 22.50 | 29.99 | 25.0% | |
| R06 | SWK-02 | 2002002000024 | COLA 2L | Kala Cola | Beverages | Kalahari Beverages CC | 6 | 22.50 | 31.99 | 29.7% | |
| R07 | WHK-01 | 2003003000013 | Dish Liquid 750ml | — | Household | Etosha Home Care | 12 | 25.00 | 34.99 | 28.6% | |
| R08 | WHK-01 | 2003003000020 | Fabric Softener 2L | Etosha Fresh | — | ETOSHA HOMECARE | 6 | 45.00 | 59.99 | 25.0% | |
| R09 | WHK-01 | 2004004000019 | Fresh Milk 2L | Coastline | Dairy | Skeleton Coast Dairy | 6 | 24.50 | 32.99 | 25.7% | |
| R10 | WHK-01 | 2004004000026 | Plain Yoghurt 1kg | Coastline | Dairy | Skeleton Coast Dairy | 8 | 39.00 | 37.99 | -2.7% | |
| R11 | SWK-02 | 2003003000013 | Peanut Butter 400g | Namib Gold | Pantry | N.V. Foods | 12 | 34.50 | 44.99 | 23.3% | |
| R12 | WHK-01 | 2002002000034 | Orange Juice 1L | Spitzkoppe | Beverages | Kalahari Beverages | 12 | 19.00 | 26.99 | 29.6% | |
| R13 | WHK-01 | 2004004000101 | Cheddar Cheese 900g | Coastline | Dairy | Skeleton Coast Dairy | 10 | 112.00 | 139.99 | 20.0% | |
| R14 | WHK-01 | 2003003000037 | Bleach 750ml | Etosha Fresh | Household | Etosha Home Care | 12 | 13.50 | 19.99 | 32.5% | |
| R15 | SWK-02 | 2001001000042 | Long Grain Rice 2kg | Namib Gold | Pantry | N.V. Foods | 10 | 39.50 | 49.99 | 21.0% | |
| R16 | WHK-01 | 2002002000048 | Energy Drink 500ml | Dune Rush | Beverages | Kalahari Beverages | 12 | 38.00 | 29.99 | -26.7% | |
| R17 | WHK-01 | 2004004000033 | Salted Butter 500g | Coastline | Dairy | Skeleton Coast Dairy | 20 | 59.50 | 79.99 | 25.6% | |
| R18 | SWK-02 | 2003003000044 | toilet cleaner 750ml | Etosha Fresh | Household | Etosha Home Care | 12 | 18.50 | 26.99 | 31.5% |
Let’s build something that works.
Whether you need a custom application, better visibility into your data, connected operational systems, or a practical automation strategy, we can help define the right solution.