<?xml version="1.0" encoding="UTF-8"?><ns2:project xmlns:ns1="http://gtr.rcuk.ac.uk/gtr/api" xmlns:ns2="http://gtr.rcuk.ac.uk/gtr/api/project" xmlns:ns3="http://gtr.rcuk.ac.uk/gtr/api/fund" xmlns:ns4="http://gtr.rcuk.ac.uk/gtr/api/person" xmlns:ns5="http://gtr.rcuk.ac.uk/gtr/api/project/outcome" xmlns:ns6="http://gtr.rcuk.ac.uk/gtr/api/organisation" ns1:created="2026-06-03T15:52:43Z" ns1:href="http://gtr.ukri.org/gtr/api/projects/D72F29F2-CDA9-4F59-AF1B-47C9E27FD8BB" ns1:id="D72F29F2-CDA9-4F59-AF1B-47C9E27FD8BB"><ns1:links><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/persons/D8A3E685-7A7E-46AE-9D22-4825656B1597" ns1:rel="PM_PER"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/3999D0BD-2C1A-4553-AD36-2FEAC3090584" ns1:rel="LEAD_ORG"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/3999D0BD-2C1A-4553-AD36-2FEAC3090584" ns1:rel="PARTICIPANT_ORG"/><ns1:link ns1:end="2023-03-30T23:00:00Z" ns1:href="http://gtr.ukri.org/gtr/api/funds/1D18D5F0-7D90-4828-B14F-A0AB4A018725" ns1:rel="FUND" ns1:start="2022-09-30T23:00:00Z"/></ns1:links><ns2:identifiers><ns2:identifier ns2:type="RCUK">10043593</ns2:identifier></ns2:identifiers><ns2:title>H.E.A.T (Home Energy Advice Tool) - Automated, AI-Driven, Retrofit Advice Engine</ns2:title><ns2:status>Closed</ns2:status><ns2:grantCategory>Grant for R&amp;D</ns2:grantCategory><ns2:leadFunder>Innovate UK</ns2:leadFunder><ns2:abstractText>H.E.A.T (Home Energy Advice Tool) is an AI-powered, all-in-one solution, delivering automated and personalised green home improvement advice directly to the consumer in real-time. The web application aims to provide algorithm-based retrofit planning services with little to no human supervision.

The project will challenge 'business as usual' by designing and market-testing an agile piece of software that can improve the customer journey, reduce cost, and support the UK to reach its net zero ambitions and targets.</ns2:abstractText></ns2:project>