Axion Lab Blog
A collection of stories about our people, our capabilities, our research, and the ever-changing face of our firm.
Case study: Sustainability Value Creation for a European mid-cap private equity firm.
07.04.2026
A European mid-cap insulation manufacturer had no GHG baseline, no SBTi commitment, and sustainability credentials that existed only in marketing brochures. Ten working days later, the fund had a board-ready value creation plan worth EUR 26–78M across three scenarios — on a EUR 1M programme.
The five percent deployment problem
05.04.2026
95% of AI pilots in private markets yield no measurable return. The problem is not the technology. It is the data infrastructure, the trust gap, and the organizational layer underneath.
The transaction was always a negotiation
31.03.2026
Private market transactions are negotiations. From the first page of the information memorandum to the last line of closing accounts, every step is positioning conducted in the language of finance — and AI is making the negotiation underneath impossible to ignore.
What's actually inside an AI agent system
24.03.2026
Most people evaluating AI systems treat them as black boxes. That distinction between a carefully engineered architecture and a single model wrapped in a nice interface determines whether the system works on the 50th document or only on the demo.
Why European due diligence has a structural problem that AI does not solve yet
10.03.2026
Most conversations about AI in private equity due diligence start with speed: read documents faster, summarize 300 pages in minutes, cut the timeline from six weeks to five days.