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Source document· June 17, 2026

The Smartest Way to Play the AI Boom in 2026

View original at finance.yahoo.com
The Smartest Way to Play the AI Boom in 2026 If you've been investing in the AI boom, you probably own most of the same names everyone else does…
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  • The chip trade, the cloud trade, and the AI software trade have already been priced in; next-leg returns must come from one layer beneath — the energy infrastructure enabling all of it

    60% confidence
  • Global data center power demand will surge up to 165% by 2030 compared to 2023 levels

    60% confidence
  • Bitzero Holdings (AIBZ) is well positioned for the coming AI energy infrastructure opportunity; most investors have never heard of it

    60% confidence
  • Training the next generation of large language models requires the equivalent power draw of small cities

    60% confidence
  • Industry forecasts put AI data center capital expenditure at roughly $5.2 trillion between now and 2030

    60% confidence
  • More than 70% of grid interconnection requests in the United States are ultimately withdrawn because the grid simply cannot accommodate them

    60% confidence
  • 50% of the data centers currently planned across the United States will never get built due to grid constraints

    60% confidence
  • The US power grid was built for a world where electricity demand grew at 1-2% per year, predictably, with decades of warning — it was not designed for AI-scale demand

    60% confidence
  • A single ChatGPT query consumes roughly 10 times the energy of a Google search

    60% confidence
  • NVIDIA alone has minted more wealth in two years than most companies create in a century

    60% confidence
What we know · the intelligence behind this page
Live from the substrate
What we're seeing
Q4 2026 Biopharma Catalyst Cluster: Late-Stage Readouts and Regulatory Milestones
October 2026 brings a dense run of Phase 3 wins (ALOFT-IPF, RESTORE-3), new data presentations (Roche, Bayer, Lilly, Vertex, Galderma) and regulatory steps (FDA acceptance of Roche's vamikibart BLA, Scholar Rock's EMA resubmission). The next big catalyst is the ivonescimab FDA PDUFA date on 2026-11-14. Obesity combination studies (REDEFINE 4, TOGETHER-PsO) and the 2027 Maritime-1 completion point to more catalysts ahead. QAIAx's speculative AI-linked trial claims (the QIII pilot, targeted for 2027) are an unrelated micro-cap sideshow with weak evidence, and have little in common with the large-cap pipeline news.
Our read on the data ›
Signals we're tracking
EPKINLY Regulatory-Clinical Success Cascade
High probability of expanded label indications, additional combination approvals, and competitive positioning strength in follicular lymphoma market. Predicts positive commercial uptake and potential accelerated review for related indications.
Patterns we're watching ›
Where sources disagree
ING Group
Both facts record the same metric (shares_outstanding) for ING Group at the identical observation date (2025-12-31). FACT A states 2,902,437,688 shares; FACT B states 2,902 million shares (2,902,000,000). The difference is 437,688 shares (~0.015%). This is a genuine value conflict, though the discrepancy appears to result from FACT B rounding to the nearest million while FACT A provides the precise count.
We flag conflicts openly ›
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