Manually calculating a Product Carbon Footprint (PCF) requires aggregating emissions data from hundreds of bill-of-materials components and supplier tiers, a process prone to error, version control issues, and immense labor. This operational bottleneck delays product eco-design, customer disclosures, and decarbonization planning. Automating this roll-up with a multi-agent architecture eliminates manual data wrangling, ensures calculation consistency, and provides auditable lineage from raw supplier data to final footprint, turning a quarterly reporting burden into a continuous operational asset.




