Investment Thesis
Every era of technology is defined by a small number of operators who saw the shape of the future before others could name it. The age of artificial intelligence will be no different. Our investment thesis is built on four convictions about where durable value will accumulate over the next decade — and on a discipline of investing only where those convictions intersect with a credible operator.
We do not invest by sector. We invest by category — narrowly defined, defensible, and measurable. The four categories below represent our entire active mandate.
Applied Enterprise AI
Frontier intelligence, production-grade discipline.
The global enterprise software market exceeds one trillion dollars annually. Every category within it — from legal practice management to industrial process control — is being rebuilt on top of artificial intelligence. The companies that succeed in this transition will not be the ones with the largest models. They will be the ones who turn those models into systems that work reliably, securely, and measurably inside organizations that cannot afford failure.
- — Founders with deep domain expertise in regulated, high-stakes industries
- — Products designed for procurement reality, not demo theater
- — Defensible data assets, proprietary workflows, or distribution moats
- — Evidence of paying enterprise customers, not pilots that never close
Legal services and compliance · Financial services and risk · Healthcare and clinical operations · Public administration · Industrial and manufacturing operations · Professional services automation
Our European platform, GPT-OneX, gives us direct line-of-sight into how enterprise AI adoption actually unfolds inside large organizations. We invest with the pattern recognition of operators, not the spreadsheet logic of pure financial investors.
AI Education & Workforce Transformation
The largest reskilling event in human history.
Within the next decade, the productive capacity of nearly every knowledge worker on Earth will be redefined by their ability to operate alongside intelligent systems. This is not a software upgrade — it is a generational transition in human capital. Governments, universities, and corporations are unprepared for its scale. The platforms and institutions that solve this preparation problem will capture extraordinary, durable value.
- — Training, certification, and reskilling platforms with measurable outcomes
- — Executive education and corporate learning models built natively for AI
- — Academic partnerships with credentialing power
- — Programs that move people from awareness to operational competence — not just inspiration
Executive AI training · University and postgraduate programs · Corporate transformation programs · Public-sector workforce development · Specialist credentialing
GPT-OneX operates one of Europe's leading AI training programs for senior executives. We have first-hand operational data on what changes adult professionals' behavior, what does not, and what enterprise buyers will pay for.
Vertical AI Agents & Automation
Software that no longer waits to be told what to do.
The shift from chat interfaces to autonomous agents represents the most significant change in how software is built and consumed since the move from desktop to cloud. Horizontal agents — broad, general-purpose assistants — will be commoditized by frontier labs. The durable value will accrue to vertical agents: deeply embedded in specific industries, equipped with domain knowledge, regulatory awareness, and integration into the tools and data of real organizations.
- — Agents built for one industry, not all industries
- — Workflow ownership: agents that do the job, not just suggest it
- — Integration depth with industry-specific systems of record
- — Clear unit economics: replaces specific human-hours at specific cost
Legal and compliance agents · Financial operations agents · Procurement and supply-chain automation · Customer operations and revenue agents · Industry-specific RPA + AI hybrids
We have built and deployed agents in production at GPT-OneX. We understand the gap between what an agent demo can do and what an agent in production must do.
AI-Native Media, Content & Creative Tools
The infrastructure of the next creative economy.
Generative systems have already changed the marginal cost of content production from “expensive” to “near zero.” This single shift will rebuild how media is produced, distributed, monetized, and consumed. The companies that will define the next era are not the ones offering yet another image generator — they are the ones building professional-grade tools for working creators, scalable distribution platforms, and the rights, attribution, and monetization infrastructure that the old creative economy depended on.
- — Professional creative tools with retention and willingness-to-pay
- — Distribution and monetization platforms native to AI-generated content
- — Rights, provenance, and authorship infrastructure
- — Brand-safe enterprise applications of generative media
Professional creative software · Marketing and brand technology · Independent and corporate media tooling · Provenance, rights, and IP infrastructure
We track this category through the lens of operators who build content systems for regulated, brand-sensitive enterprise buyers — where quality, attribution, and reliability are not optional.