US multi-industrials and machinery: Midwest investors remain cautious on AI-exposed industrials, while Bernstein sees selective value after the de-rating.

Overview

Bernstein summarizes discussions with Midwest growth, industrial-specialist and value investors. The central conclusion is that enthusiasm for AI-exposed industrials has cooled despite an ongoing data-center buildout; investors question whether industrial activity is broadening beyond AI infrastructure, while Bernstein identifies selective valuation and service-revenue opportunities.

Core views

Incremental capital from the investors Bernstein met is not flowing toward AI-exposed industrials for now. Many holders retain material gains and believe they are overweight the group, so they prefer to direct fresh capital elsewhere rather than exit outright. Semiconductors were generally preferred as an upstream AI exposure with more appealing valuations, while agricultural equipment drew interest as a possible cyclical inflection trade. Elevated interest rates and high crude-oil prices, however, were cited as broader headwinds for non-AI industrial sentiment. Bernstein acknowledges potential near-term volatility but argues that valuation gaps between AI- and non-AI-exposed industrials have narrowed materially, creating a selective opportunity in higher-quality names for investors able to tolerate a longer holding period. Moratoriums and AI-safety concerns are the main near-term narrative risk for data-center-related shares. Bernstein characterizes these as largely temporary and politically influenced ahead of US midterm elections: its data-center tracker indicates construction continues even where approvals have paused, and it expects activity to re-accelerate after elections. The report also argues that frontier-model development is unlikely to slow materially because US and Chinese governments oppose a slowdown and competing labs face a winner-take-most dynamic. Nevertheless, the sector may remain driven more by news flow and broader narrative than by company-specific fundamentals in the near term. Bernstein rejects the view that the industrial recovery is broadly based. Manufacturing PMI has remained above 50 for more than two quarters and industrial production grew at an annualized roughly 4% over the last six months, compared with a roughly 0.5% historical average. Yet the firm estimates about 80% of the recovery in industrial production is driven by semiconductors, HVAC, machinery, building materials and light commercial vehicles that are largely serving data-center construction. The report therefore views current strength as a derivative AI/data-center trade rather than evidence of a broad cyclical recovery. On non-residential construction and reshoring, Bernstein expects a sequence of waves rather than an immediate surge. It points to factory construction starts rising 100% in July 2026 despite weak manufacturing construction spending, upward revisions to corporate capex expectations following bonus-depreciation tax changes, and its historical observation that non-residential construction activity lags money-supply growth by about 24 months. These indicators suggest an inflection, but the report stresses that the effect of recent and prospective rate increases remains unresolved. It also identifies craft-labor recruitment as a practical constraint on the data-center buildout, estimating that annual capacity additions will be limited to 25-35GW by 2030. The report favors equipment franchises with durable service and aftermarket economics if data-center capex eventually slows. It highlights chiller OEMs Trane, Johnson Controls and Carrier, where the aftermarket opportunity is estimated at 8-10 times once equipment is installed. Bernstein argues that data-center operators are unlikely to risk GPU uptime to save a small fraction of operating costs with third-party service providers, and that increasingly data-rich equipment should strengthen OEM service advantages. It expects cooling-service revenues for Vertiv, nVent and Eaton to become more material from 2028 onward as the installed base ages; Caterpillar could see a comparable trend as its behind-the-meter generator fleet expands. At the company level, Bernstein reiterates that Vertiv's reported product and service-quality concerns appear overblown based on its operator discussions, though investors worry that M&A and a shift toward modular offerings could create temporary execution issues. Bernstein sees the greater risk as a gap between company guidance and higher buy-side expectations. It believes Johnson Controls' transformation still has substantial margin-expansion potential and should support strong incremental margins in FY27. Emerson is viewed as a non-AI name with longer-term AI-adjacent exposure to LNG, power and US semiconductor buildout, while its relatively lower Middle East exposure was seen positively. Eaton was a major investor focus because of doubts about the credibility of margin expansion. Bernstein believes its margin path is achievable, citing third-quarter tracking toward the high end of its 24.6-25% guidance range against 24.8% Street expectations, April and August pricing actions, and selective backlog repricing. The firm forecasts 2026-30 EPS CAGR of 18%, versus 12% for the Street, arguing that consensus underestimates portfolio transformation. For agricultural equipment, investors viewed Deere, CNH and AGCO as pricing in three different agricultural cycles, with relatively stronger appetite for CNH and AGCO given Deere's valuation. United Rentals' principal overhang was identified as the direction of interest rates and its ability to perform in a higher-rate environment.

Analysis framework

Bernstein combines investor-feedback from Midwest meetings with valuation comparisons, industrial-production and PMI data, construction-start and money-supply indicators, company guidance, earnings forecasts and its data-center tracker. It compares AI-exposed and non-AI industrial valuations and links end-market capex, installed-base growth and service attachment rates to company earnings durability.

Methodology notes

• Industry AnalysisSupply-demand framework

  Data-center capacity and industrial demand analysis

  The report assesses construction activity, labor constraints, capex flows and demand from data-center-related end markets to judge the sustainability and breadth of industrial growth.

• Industry AnalysisUpstream-Midstream-Downstream Transmission

  AI capital-expenditure transmission through industrial supply chains

  Bernstein traces AI spending from semiconductors and data centers into HVAC, power equipment, machinery, building materials and light commercial vehicles.

• Valuation methodsP/E and PEG Valuation

  P/E valuation comparison

  The report compares current and historical P/E multiples for AI-exposed and non-AI machinery and multi-industrial stocks to assess the effect of the sector de-rating.

Asset mapping & comparison

Structured mapping from thesis to named assets (strengths, weaknesses, peers, risks).

• Vertiv (VRT)

  AI/data-center cooling and power beneficiary with an Outperform rating and $368 target price.

  Strengths

  Bernstein expects cooling-service revenue to become more material as the installed base ages.

  Weaknesses

  Investor concerns center on reported product/service-quality issues and the execution complexity of M&A and modular offerings.

  Comparison

  Discussed alongside nVent and Eaton as earlier-stage data-center service franchises.

  Risks

  A gap between company guidance and higher buy-side expectations could create downside risk.

• Johnson Controls (JCI)

  Chiller OEM and data-center aftermarket beneficiary with an Outperform rating and $190 target price.

  Strengths

  Bernstein sees an 8-10x aftermarket opportunity and additional margin-expansion potential from its transformation.

  Weaknesses

  The market appears to have already priced in much of the growth outlook.

  Comparison

  Grouped with Trane and Carrier as preferred chiller OEMs.

• Eaton (ETN)

  Electrical-infrastructure company with an Outperform rating and $534 target price.

  Strengths

  Pricing actions, backlog repricing and portfolio transformation support Bernstein's margin and earnings outlook.

  Weaknesses

  Investors remain focused on whether margin expansion is credible.

  Comparison

  Discussed with other electricals including Quanta Services.

  Risks

  Margin delivery versus expectations remains the key risk.

• Emerson (EMR)

  Automation company with an Outperform rating and $186 target price.

  Strengths

  Bernstein sees longer-term AI-adjacent exposure to LNG, power and US semiconductor buildout.

  Comparison

  Received more investor interest than Honeywell and Rockwell among automation names.

• Deere (DE), CNH Industrial (CNH), AGCO (AGCO)

  Agricultural-equipment names discussed as differing cyclical valuation opportunities.

  Strengths

  Interest in an agricultural-cycle inflection increased; Bernstein expects farmer profits to marginally improve, pointing to modest demand growth in 2027.

  Weaknesses

  The durability of the corn-price rally was questioned.

  Comparison

  Investors viewed the three companies as pricing in three different agricultural cycles, with greater appetite for CNH and AGCO given Deere's valuation.

  Risks

  Higher rates and commodity-price uncertainty could limit demand recovery.

Key data

• Manufacturing industrial-production growth~4% annualized in the last six monthsVersus a roughly 0.5% historical average.
• Data-center-related contribution to industrial-production recovery~80%Bernstein estimate for the share driven by semis, HVAC, machinery, building materials and light commercial vehicles.
• Factory construction starts+100% in July 2026A signal that construction spending could follow if the trend persists.
• Money supply lead on non-residential construction~24 monthsBernstein's historical timing relationship used to identify a potential inflection.
• Data-center capacity addition ceiling25-35GW per year by 2030Bernstein estimate based on MEP craft-labor recruitment constraints.
• Eaton 3Q margin guidance24.6-25%The Street was at 24.8%; Bernstein says 3Q was tracking toward the high end.
• Eaton 2026-30 EPS CAGR forecast18%Versus 12% for the Street.

Impact & implications

Bernstein views the AI-industrial pullback as capable of producing further near-term volatility, particularly around moratorium and election news, but believes valuations are increasingly supportive for select quality franchises. It sees the more durable earnings implication in cooling, power and other equipment with growing installed bases and service revenue, while cautioning that the broader industrial cycle has not yet clearly detached from data-center capex.

Risks

• AI/data-center moratoriums and safety concerns could drive further near-term volatility before the midterm elections.
• AI-exposed industrial stocks may remain vulnerable to narrative-driven, fear-led downside despite their valuation de-rating.
• Recent and prospective interest-rate increases could weaken the emerging signals for reshoring and non-residential construction.
• The industrial recovery could weaken if data-center capital expenditure slows because Bernstein estimates it drives roughly 80% of the current industrial-production recovery.
• Data-center labor constraints could limit capacity additions to 25-35GW annually by 2030.

What to watch

• Whether data-center construction approvals and activity re-accelerate after the US midterm elections.
• Factory starts, capex-budget revisions and money-supply trends for evidence that reshoring is translating into non-residential construction spending.
• Service-attachment progress at chiller OEMs and at Vertiv, nVent and Eaton as data-center equipment ages.
• Eaton's margin execution and its 2027 five-year target update.
• Vertiv's delivery against guidance and evidence on product or service-quality concerns.
• Interest-rate trends and their effect on United Rentals, broader machinery valuations and construction activity.