Horizon Power (WA)
Presented a Hardship Probability Algorithm in May 2023 that rates customers' likelihood of payment default from payment behaviour, so Customer Relationship Officers can reach out early. The AER's Customer Engagement Toolkit (February 2025) includes a Horizon Power case study.
Source ↗EnergyAustralia (Australia)
Uses internal and external data to proactively identify customers who may be vulnerable. Its EnergyAssist program prevented 53% of vulnerable cases from reaching disconnection in 2025, with 56,668 customers in the program at the end of 2025.
Source ↗Australian Red Cross Telecross REDi (South Australia)
Volunteers phone registered vulnerable people daily during heatwaves. Climasens, a climate intelligence start-up, provided climate and population risk data in a South Australian pilot, and received a $500,000 Telstra Foundation grant to scale in December 2022.
Source ↗UK Power Networks PULSE (UK)
A GBP 1,037,000 project (2 March 2026 to 31 December 2027) using smart meter data, with consent, and surveys to spot customers cutting back energy use to lower bills or running out of prepayment credit.
Source ↗EDF Energy (UK)
In July 2022 described clustering smart prepayment customers' meter and transaction data to find a segment that appeared financially vulnerable, checked against Priority Services Register flags and expert review.
Source ↗Bidgely (US)
Sells an AI affordability product that identifies households needing bill assistance from consumption data and automates outreach. Won a 2026 Environment + Energy Leader award (April 2026).
Source ↗Thriving Communities Partnership (Australia)
Its One Stop One Story Hub lets frontline staff refer a customer to several support services at once. It had helped over 850 people since its October 2021 launch, according to WSAA.
Source ↗Experian Australia
Offers a hardship scoring model based on household segmentation. Area and segment profiling is something our brief warns against, so we treat it as a contrast, not a model.
Source ↗