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Renew Economy | 7 May 2026
How mapping of PV "fingerprints" can indicate what the rooftop solar juggernaut will do next
A computer scientist in Melbourne is attempting what no regulator has managed to do yet — reach into Australians’ homes, peek at their rooftop solar data, and use that to more accurately forecast what the generation juggernaut will do next.
Solarquotes | 24 April 2026
Why solar output isn't just about daily totals
Most solar owners judge their system by a simple measure: how much energy it produces over the day. If the total looks good, it was a good day. If it’s down, something must be wrong — but that’s not always the full story.
To understand why, it helps to look at how solar output actually behaves in real time — something solar forecasters track closely.
ABC News | 19 February 2026
How a single cloud can make fortunes in Australia's electricity market
Demand for energy in NSW initially appeared to follow a standard “duck curve” profile, dropping through the morning as rooftop solar panels generated electricity for households, which meant they needed to import less from the grid.
Most days, demand would only shoot up in the late afternoon, peaking in the late evening.
Ecogeneration | 23 December 2025
Weather forecasts costing Australian solar millions
Inaccurate weather forecasting is quietly draining more than $100 million a year from Australia’s solar sector, according to a new report from climate technology startup Solstice AI. As solar generation becomes a dominant force in the National Electricity Market, the report warns that poor understanding of cloud behaviour is creating unnecessary financial losses for solar farms, rooftop systems, virtual power plants (VPPs) and energy traders alike.
PV Magazine | 12 December 2025
Bad weather forecasts cost Australian solar energy sector $100 million: report
Melbourne-headquartered solar energy forecasting company Solstice AI research shows a 10% improvement in weather / solar forecasting accuracy would generate an extra $38 million (USD 25 million) per year in profit for utility solar, and worldwide, $9.5 billion.
The Energy | 11 December 2025
Poor solar forecasting costs Australia hundreds of millions of dollars
Sydney residents tuned in to the weather forecast and were told to expect a scorching day with clear and sunny skies. However, at 11am, with the temperature peaking at 37°C, suddenly the skies turned black and rain pelted the city. The cost of electricity in NSW soared and plummeted at record speed. Normally it hovers around AU$70-$80/MWh, but on this day, it hit the market cap of AU$20,300 for four market intervals in a row, before crashing to the market price floor of negative AU$1,000 less than an hour later – a new record for the most volatile energy market day ever.
Arena Wire | 11 June 2025
Solar ScaleUp Challenge: Bright ideas for a brighter future
In 2024, the Australian Renewable Energy Agency (ARENA) launched the Solar ScaleUp Challenge in collaboration with Greenhouse Tech. The $100 million initiative set out to supercharge innovation and crowdsource ideas from around the world on how to reduce the cost of large-scale solar.
PV Magazine | 24 August 2022
Artificial intelligence model to forecast entire region’s solar output using real-time satellite data
Combining satellite images of Australian rooftops with those of real-time cloud cover to create accurate forecasts of distributed solar output for suburbs and perhaps even whole regions and states is the focus of a new Australian startup, Solstice AI.