Bullish0-5 Year
Confidence: 7/10|Conviction: 6/10
The AI Infrastructure Spending thesis is substantially supported by empirical capex data, but valuations across semiconductor and REIT beneficiaries have already significantly priced in robust 2025-2027 spending. The 5-year outlook is bullish on absolute capex volumes and revenue, but bearish on incremental valuation upside for most direct beneficiaries. The critical inflection point occurs around 2027-2028, when the market must transition from capex-driven growth to profit-driven validation.
Goldman Sachs now forecasts 2026 capital spending of $527 billion, up from consensus estimates that were too low for two consecutive years (roughly 20% implied growth vs. actual 50%+). Goldman projects cumulative capex of $1.15 trillion from 2025-2027, more than double the $477 billion spent 2022-2024. However, maintaining historical returns on capital would require $500 billion average annual capex to generate over $1 trillion in annual profits—more than double 2026 consensus estimates of $450 billion.
On the capex side, the thesis remains intact through 2027. Hyperscaler capex for the "big five" is forecast to exceed $600 billion in 2026, a 36% increase over 2025, with roughly 75% ($450 billion) directly tied to AI infrastructure. Google, Amazon, Microsoft, and Meta invested nearly $200 billion of the $290 billion total data center capex in 2024, with growth expected to exceed 40% in 2025. Beyond hyperscalers, data center infrastructure market segments are expected to sustain double-digit growth through 2030, reaching $1 trillion by 2030.
However, critical headwinds emerge: (1) **Valuation Risk**: NVIDIA trades at a P/E of 44.3x with mixed short-term sentiment after a 20% drawdown from all-time highs amid valuation concerns. NVIDIA's forward P/E exceeds 27x on 2027 earnings estimates, implying assumption of exponential growth. (2) **Capex to Profit Gap**: Hyperscalers increasingly rely on debt markets, transforming historically cash-funded models into leveraged businesses with capex exceeding free cash flow. Companies borrowed $75 billion in recent months for AI data centers—more than double annual average issuance over the past decade. (3) **Operating Earnings Pressure**: Investors have rotated away from AI infrastructure companies where operating earnings growth is under pressure and capex is debt-funded. (4) **Structural Constraints**: U.S. data centers face a capacity shortfall exceeding 11 GW, with cumulative gap expected to exceed 40 GW by 2028. From May 2024 to March 2025, more than $64 billion in data center projects were delayed or blocked due to environmental and energy concerns.
Direct beneficiary valuations are stretched. Equinix trades at 21x forward AFFO, while data centers trade at 23x AFFO vs. 21x for broader REIT universe, with analyst enthusiasm tempered by valuation concerns. AMD and NVIDIA both face competitive and execution headwinds: AMD outperformed NVIDIA in 2025 (82% vs. 34%), though NVIDIA maintains 963% three-year gains vs. AMD's 183%. Goldman Sachs expects the next phases of AI trade to involve AI platform stocks and productivity beneficiaries, not infrastructure companies.
The semiconductor supercycle is credible. Global semiconductor industry expected to reach $975 billion in 2026, up 26%, with annual sales reaching $2 trillion likely by 2036. TSMC's CoWoS capacity expected to expand 60%+ from end-2025 to end-2026. Yet financial experts warn of significant gap between infrastructure spending and actual software revenue, with bubble risk peaking around 2027 when equipment sales hit record levels; failure of Agentic AI to deliver productivity gains could trigger sharp contraction similar to dot-com.
Key Data Points
indicator: Hyperscaler Capex 2026 Forecast
value: $527 billion ($600B for big five)
source: Goldman Sachs, CreditSights
implication: Capex growth remains robust but estimates consistently understated; actual 2026 capex may approach $550-600B. Growth sustains but maturity approaches.
indicator: Cumulative Capex 2025-2027
value: $1.15 trillion (2.4x 2022-2024 level)
source: Goldman Sachs
implication: Structural increase in capex is real and multi-year. Provides sustained demand for semiconductors and data center operators through 2027.
indicator: AI capex as % of GDP
value: 1.9% in 2025 (vs. 0.8% recent historical, 1.5% peak dot-com)
source: Goldman Sachs, KKR
implication: Spending is historically elevated but within precedent of past tech booms. Validates scale but also suggests cycle maturity.
indicator: Capex-to-Profit Coverage Gap
value: $500B annual capex would require $1T annual profits to maintain ROI; consensus 2026 income = $450B
source: Goldman Sachs, Fortune
implication: Massive gap between capex and profit potential. Unless AI monetization accelerates sharply, returns-on-invested-capital will compress significantly by 2027-2028.
indicator: Hyperscaler Debt Issuance
value: $121B in 2025, $100B+ projected for 2026
source: Bank of America, JPMorgan
implication: Capex now funded by debt, not operating cash flow. Increases financial risk if revenues don't materialize. Interest rate sensitive.
indicator: NVIDIA Data Center Revenue
value: $51.2B in Q3 2025, up 66% YoY; forward P/E ~44x
source: NVIDIA earnings, multiple sources
implication: Revenue growth still explosive but valuation already prices in years of 60%+ growth. Risk/reward deteriorated; execution dependent.
indicator: Data Center Power Constraints
value: 11+ GW capacity gap by 2028; $64B in projects delayed 2024-2025 due to power/environmental
source: Goldman Sachs, Capright, Deloitte
implication: Physical infrastructure bottleneck emerging. May slow capex deployment velocity and extend timeline for capacity absorption. Favors existing REIT operators with secured power.
indicator: Semiconductor Equipment Sales 2027
value: $156 billion (record peak), up from $133B (2025)
source: SEMI, Deloitte, WSTS
implication: Front-loaded acceleration 2025-2027; potential contraction risk post-2027 if demand softens or overcapacity builds.
indicator: Data Center REIT Valuation (Equinix)
value: 21x forward AFFO; +267% YTD 2025
source: Motley Fool, Chilton Capital, Statista
implication: Significant upside already captured. Valuation offers limited margin of safety. Consensus view tempered by analysts citing lofty multiples.
indicator: AMD Data Center Revenue Guidance
value: 60% CAGR over next 5 years; MI400 series launching 2026
source: AMD earnings, Motley Fool
implication: AMD gaining competitive traction with custom chips and OpenAI deal ($36B revenue potential). Offers valuation relief vs. NVIDIA but execution risk remains.
indicator: Consensus Estimate Revisions History
value: 2024: 20% expected vs. 50%+ actual; 2025: 20% expected vs. 50%+ actual
source: Goldman Sachs
implication: Consistent underestimation suggests capex could yet surprise higher through 2027. But law of large numbers applies; 100B+ additional capex harder to source.
indicator: AI Infrastructure Capex Peak Risk
value: Bubble sustainability questioned if profit realization fails by 2027-2028
source: EE Times, Fortune, Empower
implication: 2027 represents critical inflection: equipment capex peaks, cumulative capex hits trillions, but ROI visibility remains limited. Execution risk high.
Sources
- https://www.goldmansachs.com/insights/articles/why-ai-companies-may-invest-more-than-500-billion-in-2026
- https://know.creditsights.com/insights/technology-hyperscaler-capex-2026-estimates/
- https://io-fund.com/ai-stocks/ai-platforms/big-techs-405b-bet
- https://iot-analytics.com/data-center-infrastructure-market/
- https://www.delloro.com/news/hyperscaler-ai-deployments-lift-data-center-capex-to-record-highs-in-2q-2025/
- https://ir.nvidia.com
- https://www.fool.com/investing/2026/02/07/this-datacenter-reit-could-double-as-hyperscalers/
- https://www.deloitte.com/us/en/insights/industry/technology/technology-media-telecom-outlooks/semiconductor-industry-outlook.html
- https://creativestrategies.com/research/the-semiconductor-giga-cycle/
- https://www.kkr.com/insights/ai-infrastructure
- https://www.fool.com/investing/2026/02/07/this-datacenter-reit-could-double-as-hyperscalers/
- https://fortune.com/2026/01/07/ai-companies-profit-capex-investment-goldman-sachs-stocks/
- https://www.eetimes.com/ai-drives-capex-chip-equipment-to-record-156b-in-2027/
February 16, 2026