Large-scale plants positioned near major airports to directly capture atmospheric CO2 and, using quantum-optimized catalysis, convert it into sustainable aviation fuel (SAF) on-site. This aims to offset the increased carbon footprint of quantum-optimized aircraft by providing a closed-loop fuel cycle within the airport ecosystem.