alex mccracken

Data center efficiency tools and agentic workflow management platforms are attracting 25-33% of venture capital in Europe as the enabling layer for AI applications.

Government commitments enabling large order books are drawing venture capital into defensive systems like counter-drone detection rather than offensive weapons, with companies suddenly securing hundred-million-euro order books.

Cost-effective space access is enabling orbital manufacturing of molecules and materials impossible on Earth, with applications in health, critical minerals, and advanced materials, while European launch replicas emerge post-SpaceX validation.

Investors now track whether compute costs per unit decline over time to improve margins, rejecting models where costs scale linearly with customers, and demanding cohort analysis showing paths to revenue growth and cost reduction through AI.

Hardware and deep tech companies are using working capital loans, revenue-based financing against long-term off-take contracts, and mezzanine structures instead of pure equity, with lenders advancing against signed data contracts for satellites, drones, and data centers.

Quantum hardware companies are raising large rounds as investors believe commercial viability within 5 years, well within a typical venture fund lifecycle.

AI application companies are achieving hypergrowth revenue trajectories — hundreds of millions ARR in months — justifying large venture rounds despite high valuations.

Low-gravity orbital manufacturing enables production of novel molecules and materials with applications in health and critical minerals, creating a new advanced manufacturing category backed by venture capital.