Edgware Technology (“Edgware”) is a startup focused on acquiring and parsing data from the edge with sensors (proprietary or otherwise), Computer Vision, Machine Learning algorithms. For now and strategic reasons not discussed, the 'Data as a Service' is focused on the commercial LPG space.

In collaboration with a Singapore based LPG distribution, a show site (proof of value) was commissioned and installed and has been in continuous operations since 1 Jan 2020.


In the 182 days of 2020, Edgware oversaw the supply and billing of 16 tons of LPG with zero supply outages despite the onerous circumstances of a Covid 19 lockdown. Operationally, this distributor was able to uphold its ISO9001 objectives with significantly lesser touch points.

Want to know more? Contact someone at Edgware.

Fully licensed LPG manifold using Edgware's sensors:

  • Commissioned and installed circa. 2010 with S$2m public liability cover

  • Max capacity: 2x 300kg cylinder banks (~1,200 liters of LPG)

  • Digitized on 30 Dec 2019 with 13 endpoints parsed:

    • Parsing of 'dumb' meters is offered as part of a holistic service for SG only

Typical 7 calendar days stretch

Operational optimization through digitization and data integration (based on SG Showsite experience)

  • Significant reduction of touch points with end users whilst maintaining service levels

  • Event driven cylinder refresh instead of time driven 'check and refresh'
    => Uninterruptible LPG supply with optimized logistics

  • Cashless payment if integrated with a suitable payment gateway

More applications possible when integrated with other upstream stakeholders

Note: Meter parsing is offered as part of a holistic service for selected markets



Use Case

  • Average error squared of 0.004 for n=~15,000 under field conditions

  • Foundation for cylinder bank changeover detection bot

  • Machine learning models applied in post processing for quality assurance

About the service offering

Edgware's DaaS is offered on a 'per end point' basis; Pricing, which includes a S$2m (~US$1.5m) public liability cover and separate 'Zero Outage' service guarantee to the ultimate end user(s), is highly dependent on scale of deployment. A proof of value arrangement can be organized.

Want to know more? Contact someone at Edgware.

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