When evaluating AI startups, don't just consider the current product landscape. Instead, visualize the future state of giants like OpenAI as multi-trillion dollar companies. Their "sphere of influence" will be vast. The best opportunities are "second-order" companies operating in niches these giants are unlikely to touch.

Large companies often focus R&D on high-ticket items, neglecting smaller accessory categories. This creates a market gap for focused startups to innovate and solve specific problems that bigger players overlook, allowing them to build a defensible niche.

Large companies view opportunities representing less than 1-10% of their total revenue as distractions. This creates a "sweet spot" for startups to build significant businesses in areas ignored by giants, turning a distraction into an opportunity.

Many defense startups fail despite superior technology because the government isn't ready to purchase at scale. Anduril's success hinges on identifying when the customer is ready to adopt new capabilities within a 3-5 year window, making market timing its most critical decision factor.

Google authored the seminal 'Transformers' AI paper but failed to capitalize on it, allowing outsiders to build the next wave of AI. This shows how incumbents can be so 'lost in the sauce' of their current paradigm that they don't notice when their own research creates a fundamental shift.

OpenAI is strategically deprioritizing experimental projects like hardware and a web browser. This signals a shift to concentrate resources on its core, most profitable fronts—enterprise and developer tools—as competition from Anthropic and Google intensifies.

Large platforms focus on massive opportunities right in front of them ('gold bricks at their feet'). They consciously ignore even valuable markets that require more effort ('gold bricks 100 feet away'). This strategic neglect creates defensible spaces for startups in those niche areas.

Product managers at large AI labs are incentivized to ship safe, incremental features rather than risky, opinionated products. This structural aversion to risk creates a permanent market opportunity for startups to build bold, niche applications that incumbents are organizationally unable to pursue.

Superhuman successfully challenged Google by targeting a high-value niche. Founder Raul Vora notes that giants like Google are forced to abandon successful products (like Inbox with 500M users) if they don't achieve "Google scale," creating massive opportunities for focused startups to thrive.