A growing narrative among institutional investors holds that as frontier AI model costs balloon and real-world performance benchmarks disappoint, capital is rotating into the infrastructure picks-and-shovels layer rather than AI application software. NVDA leads with $215.9B in revenue (+65.5% YoY) and 71.1% gross margins, while AVGO is carving out custom silicon share at $63.9B (+23.9%) and AMD continues ramping MI300X at $34.6B (+34.3%).

The setup creates a relative-value question within the trio: NVDA remains the consensus dominant pick but is priced accordingly, while AVGO's custom ASIC angle and AMD's narrowing price-performance gap offer potentially asymmetric upside if hyperscaler diversification accelerates. Watch hyperscaler capex guidance in upcoming earnings and any AI inference efficiency breakthroughs that could shift workload mix.