ESG Breakfast Series - Greenscope x Climate X (Munich edition)

​Sustainability teams are being asked to do more, reporting, LP requests, physical risk management, usually without additional resources. Most of that pressure lands on the same place: the data layer. AI is redrawing the options, and the real question is no longer whether the technology works, but which problems are worth owning and which are worth buying.

​Together with sustainability leaders from Golding Capital Partners, Paragon, Deutsche Private Equity and Weastem, we'll explore:

• ​Build vs. buy - in-house LLM approaches vs. specialised platforms that layer AI on structured data and asset-level models, and what's actually driving that choice

• ​Structured data as the foundation - why AI is only as good as the portfolio data feeding it, and what "collect, validate, reconcile" actually looks like in practice before any model gets applied

• ​What's being tested vs. what's delivering value - from chasing portfolio company data to modelling physical risk exposure asset by asset, where AI pilots have proven out and where they've stalled

• ​Adapting the operating model - how sustainability teams are reshaping roles, skills and vendor relationships as ownership of the data layer shift

​Looking forward to seeing you in Munich!

​Greenscope & Climate X teams