The Next Phase of the AI Boom Could Be Even Kinder to the Pick-and-Shovel Plays
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The Next Phase of the AI Boom Could Be Even Kinder to the Pick-and-Shovel Plays
"The first wave of the AI boom rewarded the most obvious names. The next wave spreads wealth across the entire infrastructure stack: foundries, custom silicon, networking fabric, and enterprise deployment tools. Hyperscaler CapEx is climbing, agentic AI drives inference loads that dwarf training, and every gigawatt of new compute pulls dollars through a long supply chain."
"IBM is the slow burner on this list. Q1 2026 revenue of $15.92 billion grew 10% and non-GAAP EPS of $1.91 beat the $1.81 consensus, the fourth straight EPS beat. Software rose 11% and IBM Z mainframe revenue surged 51% year over year, with infrastructure segment profit margin expanding to 16% from 9%. The generative AI book of business now stands at more than $12.5 billion inception-to-date."
"Taiwan Semiconductor Manufacturing is the quiet giant. Every leading-edge AI chip from the top fabless designers runs through its fabs. Q1 2026 revenue hit $35.90 billion, up 35% year over year, with EPS of $3.49 beating the $3.36 consensus. Gross margin came in at 66%, and high-performance computing now accounts for 61% of wafer revenue. Management guided Q2 to $39.0 billion to $40.2 billion and full-year revenue growth above 30%."
The initial AI boom concentrated gains among obvious technology leaders, but the next phase distributes wealth across the entire infrastructure supply chain. Hyperscaler capital expenditures are increasing significantly, while agentic AI applications generate inference demands that exceed training requirements. This expansion pulls capital through extended supply chains spanning foundries, custom silicon manufacturers, networking infrastructure, and enterprise deployment platforms. Retail investors are recognizing this opportunity, seeking picks-and-shovels infrastructure plays with growth potential. Four core infrastructure categories emerge as primary beneficiaries: enterprise AI orchestration, semiconductor foundries, custom silicon design, and networking fabric providers.
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