Most 'moats' claimed in pitch decks aren't moats. Here are the four that actually compound defensibility, and the ones that don't.
Most startup decks claim moats that aren't moats. 'Better UX' isn't a moat. 'First mover advantage' rarely is. 'Proprietary AI' means nothing if the underlying model is a Frontier API. Real moats compound over time — every additional customer, dataset, integration, or dollar of scale makes the next competitor's challenge harder. There are essentially four that matter.
The product becomes more valuable to each user as more users join. Marketplaces (buyers attract sellers, sellers attract buyers), communication tools (Slack, Zoom), and payment networks. Strongest moat because it's self-reinforcing. Watch for: local network effects (Uber, ridesharing) vs. global. Local networks are actually competable region by region — global networks aren't.
Product improves with usage-generated data that competitors can't replicate. Real: fraud detection systems, recommendation engines with billions of user interactions, industry-specific labeled datasets from customer workflows. Fake: 'we have proprietary data' when the data is licensed public data or scraped web content. Test: could a well-funded competitor recreate this dataset in 12 months? If yes, not a moat.
Customer would incur substantial cost (time, retraining, data migration, workflow disruption) to switch. System-of-record products (CRM, ERP, financial systems), deeply integrated infrastructure, and workflow tools embedded in daily operations. Enterprise SaaS with 5+ integrations and multiple team's dependencies has real switching costs. Consumer products almost never do.
Unit economics improve with scale in ways competitors can't match. AWS's infrastructure cost per compute unit, Amazon's logistics network, Snowflake's cross-region query optimization. Requires massive capital or years of compounding — rarely available to early-stage startups but critical at Series C+ when defending against well-funded challengers.
Better product / UX (competitors iterate). First-mover advantage (movers 2-5 often win — Facebook, Google). Proprietary technology on top of commodity infrastructure (LLM wrappers). Brand at seed stage (takes years to build). Team quality (real but hires can be poached). Patents in software (rarely enforceable in practice). If your only defense is one of these, expect to be caught.
Investor directory · Fundraising library · Articles A–Z · Company funding database