Extraction is the easy part of ESG data collection. Here are the three things that make a sustainability number hold up: scope, data owners, sources.

The hardest part of a group ESRS report is not writing it. It is getting the numbers out of 32 entities in four languages. Here is how Karomia collects and consolidates them.

Until now you could have depth on five sites or a colour on five thousand. Not both. Here is how Karomia produces site-level physical climate risk assessments at scale, with the evidence attached.