<?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="2026-08-26T13:36:10Z" ns1:href="http://gtr.ukri.org/gtr/api/projects/C8C4D94C-662C-4F06-8F81-5E4CFA8C7E62" ns1:id="C8C4D94C-662C-4F06-8F81-5E4CFA8C7E62"><ns1:links><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/persons/BC214D54-0F84-4FD7-BE86-821176A40276" ns1:rel="PM_PER"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/938E7E8E-14F7-4D7F-9614-1BB0E9BC848A" ns1:rel="LEAD_ORG"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/938E7E8E-14F7-4D7F-9614-1BB0E9BC848A" ns1:rel="PARTICIPANT_ORG"/><ns1:link ns1:end="2023-04-29T23:00:00Z" ns1:href="http://gtr.ukri.org/gtr/api/funds/33565535-7FAD-4687-BF63-DDA6AB850904" ns1:rel="FUND" ns1:start="2022-11-01T00:00:00Z"/></ns1:links><ns2:identifiers><ns2:identifier ns2:type="RCUK">10046650</ns2:identifier></ns2:identifiers><ns2:title>Towards Zero Carbon Buildings: An Ai-Based Pay as You Decarbonise (Ai-PaYD) Business Model for Residential Customers</ns2:title><ns2:status>Closed</ns2:status><ns2:grantCategory>Grant for R&amp;D</ns2:grantCategory><ns2:leadFunder>Innovate UK</ns2:leadFunder><ns2:abstractText>Ai-PaYD is an innovative first of a kind (FOAK) solution and a multifaceted AI-based software application that is designed to assist vulnerable residents (elderly, disabled, single parents etc.) who are homeowners' in seamlessly interacting with financial underwriters and innovative SMEs/retrofitters to access capital needed to achieve (near) zero-carbon status for their homes over a timeline. Ai-PaYD actualises guaranteed emissions and energy costs reduction through retrofitting of vulnerable \[persons\] households by indexing the retrofitting loan repayment to accruable emissions and energy costs reductions over a timeline. Ai-PaYD operationalises emissions and energy cost reduction as a reward tool (potentially through certified carbon credits) for SMEs and financial institutions by incentivising innovative approaches to: (1) decarbonise housing stocks (especially for vulnerable persons), and (2) improve their energy efficiency while benchmarking the contribution of their services/activities to the overall goals of emissions/energy costs reductions and 2050 Net-Zero targets.

Ai-Pay as you decarbonise (Ai-PaYD) is an innovative program that leverages low-cost and sustainable financing in providing vulnerable households with patient capital to undertake energy and emissions reduction retrofitting actions with loan repayment tied to the potential savings accrued. Ai-PayD indexes loan repayment with potential savings accrued (capped at a reasonable ceiling) ensuring that vulnerable households do not get to exceed a fixed portion of their household income in meeting their loan obligations. Ai-PaYD thus disincentivises potential waste of financing by ensuring that participating retrofitters undertake actions that can result in significant reductions and offset their costs over a reasonable timeline. In undertaking Ai-PaYD, three assumptions are made. First, that energy prices will in the medium to long-term continue to increase. Second, that transition related policies by government will result in emissions related surcharges for households to encourage uptake of low-carbon initiatives, and third, that the rate of increase of these emissions related penalties will outpace the rate of increase of energy increment.

Particularly, Ai-PaYD is focused on vulnerable persons who own their houses and will investigate the maximum emissions reduction that can be achieved from different households which would inform retrofitting activities.</ns2:abstractText></ns2:project>