Report published September 28, 2026
Signal over Noise: The Real-World Constraints to Scaling AI – UBS Research
UBS · September 28, 2026
While AI demand and model capabilities expand rapidly, real-world physical infrastructure constraints—including grid connection queues, pipeline permits, and power delivery delays—are impeding value capture. Investors should remain selective, focusing on scarce inputs across the power and compute value chains as well as underappreciated application layers such as healthcare and biotech.
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Finvaulta summarizes UBS's analysis. Attribute opinions, forecasts, time-sensitive values, and chronology to the issuer and report date; do not treat this page as an independent verification or a current market-data source.
Key Takeaways
- 1.AI capabilities are expanding super-exponentially with rapid consumer adoption, but value capture is constrained by linear progress in physical infrastructure and enterprise adoption.
- 2.Physical delivery risks are materializing in data center buildouts, exemplified by Oracle invoking force majeure on its 2.5 GW Project Jupiter campus in New Mexico over power and permitting delays.
- 3.Three mechanisms can mitigate the infrastructure gap: prioritizing high-ROI inference compute, deploying off-grid power solutions, and streamlining grid permitting through policy intervention.
Table of Contents
- Signal over Noise: The real-world constraints to scaling AI
- Chart of the week
- Interconnection queues have lengthened considerably in recent years
Report data
Interconnection queues have lengthened considerably in recent years
| Metric | Estimate | Context |
|---|---|---|
| GitHub stars reached within three months | 100000.0 stars | OpenClaw open-source project milestone following its November launch. |
| iOS app downloads in the US | 1430000.0 downloads | Downloads of Muse on iOS in the US, beating early mobile benchmarks for ChatGPT. |
| Planned data center campus capacity | 2.5 GW | Planned capacity for Oracle's Project Jupiter data center campus in New Mexico. |
| Data center campus area | 1400.0 acres | Land area spanned by Oracle's Project Jupiter campus in New Mexico. |
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