Investing in AI and Digital Platforms: What Private Investors Need to Know

The current AI investment cycle has produced extraordinary returns for early participants and significant losses for those who arrived late with insufficient diligence. For private investors and family offices evaluating exposure to artificial intelligence and digital platforms, the central challenge is not identifying the technology — it is identifying the business. ## The Distinction That Matters There is a meaningful difference between investing in AI as a technology and investing in a business that uses AI to generate durable revenue. The former is a bet on a category. The latter is an investment in a specific competitive position. Most of the capital flowing into AI-adjacent opportunities today is chasing the category. Valuations in many segments reflect enthusiasm rather than fundamentals. This does not mean the opportunity is absent — it means the selection process matters more than it has in previous cycles. For private investors, the question is not whether AI will transform industries. It will. The question is which businesses will capture value from that transformation, and at what price. ## Where We See Durable Opportunity **Vertical SaaS with AI integration.** Software businesses built for specific industries — legal, healthcare, logistics, financial services — that have embedded AI into their core workflows are generating measurable productivity gains for customers. These businesses tend to have high switching costs, recurring revenue, and defensible market positions. They are less glamorous than foundation model companies but considerably more investable at current valuations. **AI-enabled infrastructure.** The businesses that provide the compute, data management, and deployment infrastructure for AI applications are benefiting from the entire category's growth without being exposed to the winner-takes-all dynamics of the application layer. This includes data centre operators, specialised cloud providers, and companies building the tooling that enterprises need to deploy AI responsibly. **Digital platforms with network effects.** Platforms that have achieved genuine network effects — where the value of the platform increases as more participants join — represent a structurally different investment from a software business. The combination of network effects and AI-driven personalisation is creating a new generation of platforms with defensible positions that were not possible five years ago. ## What to Avoid The areas we are most cautious about are those where AI is being used as a marketing narrative rather than a genuine competitive differentiator. Many businesses have added AI features to existing products and repriced accordingly. The revenue uplift from these additions is often temporary, and the valuation premium they command is rarely justified by the underlying economics. We are also cautious about businesses that are entirely dependent on access to foundation models from a small number of providers. The cost and availability of that access is not within their control, and the competitive moat is thinner than it appears. ## The Due Diligence Framework For private investors evaluating digital platform investments, we apply a consistent framework that focuses on four questions: First, what is the actual source of competitive advantage? Is it technology, data, network effects, or distribution? Each of these has different durability characteristics. Second, what does the unit economics look like at scale? Many digital businesses have attractive headline growth but deteriorating margins as they scale. The businesses worth owning are those where margins improve with scale. Third, how is the management team thinking about capital allocation? In a high-interest-rate environment, the discipline with which a management team deploys capital is as important as the quality of the product. Fourth, what is the realistic exit pathway and timeline? For private investors, liquidity matters. A business with excellent fundamentals but no credible path to liquidity in a reasonable timeframe is a different investment than it appears. ## Our Role Grand Dominion Consulting works with private investors and family offices to evaluate digital platform investments as part of a broader portfolio strategy. We do not manage funds or take positions in the companies we advise on. Our mandate is to provide independent analysis and help clients make better-informed decisions with their own capital. If you are evaluating exposure to AI or digital platforms, we are happy to discuss the specific opportunities you are considering.