2026-09-04 Daily Quick Read | Hilo Research
Global markets show a marked divergence between the robust expansion of AI infrastructure and weak traditional domestic demand. The K-shaped recovery in China's banking sector continues, with state-owned major banks demonstrating earnings resilience, while reforms to the real estate pre-sale system structurally suppress developers' returns on capital. At the macro level, China's economy displays clear two-speed characteristics, with policy focused on fine-tuning to provide a floor; overseas, expectations for the Federal Reserve to hold steady remain firm, and the path for gradual RMB appreciation is becoming clearer. Demand for AI computing power continues to surge, with record orders across the entire industry chain from chips and servers to optical interconnects and Neocloud, but supply bottlenecks in advanced packaging and memory are beginning to spill over into consumer electronics. Among commodities, gold and copper remain strong, supported by structural demand, and the energy transition has entered an era of incremental growth. On the funding side, retail risk appetite has cooled and is highly concentrated in a few AI names, and institutions recommend adopting a barbell strategy to balance growth and defense.
Divergence in earnings resilience and asset quality in China's banking sector
2 Related reports
Key views
State-owned banks significantly outperformed joint-stock banks in earnings in 2Q26, with average revenue and profit growing 9% and 6% year-on-year respectively, while joint-stock banks saw revenue rise only 1% and profit fall 9%; the industry's K-shaped divergence continues, and large state-owned banks possess stronger risk resistance under macro pressure.
Retail asset quality pressure is intensifying, with rising NPL ratios for mortgages and credit cards driving average credit costs up 12 basis points year-on-year to 86 basis points, becoming the main factor offsetting core pre-provision profit growth.
Postal Savings Bank of China (PSBC) was upgraded to Overweight due to strong growth in pre-provision operating profit and early signs of stabilization in retail asset quality; the 24 percentage point lag of its H-shares versus peers year-to-date is expected to narrow.
Hua Xia Bank was downgraded to Underweight as profit missed forecasts by 33% due to a sharp rise in impairment charges and an NPL coverage ratio of only about 145%; Industrial Bank was downgraded to Neutral due to a lack of a clear EPS growth path.
The industry's average net interest margin rose slightly by 1 basis points quarter-on-quarter to 1.44% in 2Q26, driven by lower funding costs from time deposit repricing, but is expected to face compression pressure again in 2027 as high-yield bonds mature and are reinvested.
H-share banks have risen 12.4% year-to-date, trading at 0.55x forward price-to-book, and the total dividend yield has fallen from nearly 10% to 5.2%; short-term absolute upside is limited, but they can provide downside protection during market pullbacks.
Current market environment
China's banking sector is at the intersection of a weak macroeconomic recovery and retail credit risk exposure. Large state-owned banks achieved positive earnings growth by leveraging scale advantages and liability-side cost control, while joint-stock banks face significant profitability pressure constrained by thin credit buffers and rising retail NPLs. The brief stabilization of net interest margins provides the industry with a breathing window, but valuation rerating and declining dividend yields have already partially priced in short-term upside.
Future market changes
Further deterioration in retail credit quality forces banks to significantly increase provisioning
Medium term
Triggers
- Unemployment rises more than expected
- Continued weakness in the real estate market leads to increased mortgage defaults
Transmission channels
- Retail NPL ratios climb
- Credit costs significantly exceed 86 basis points
- Pre-provision profits are eroded
- Net profit growth turns negative
- Valuation center of bank stocks shifts downward
Indicators to watch
- Credit cost indicators in listed banks' quarterly reports
- Disclosed data on retail loan NPL ratios
Invalidation conditions
- Strong macroeconomic recovery drives employment improvement
- Retail credit default rates decline for two consecutive quarters
Opportunities and risks
Relative returns and catch-up opportunities for state-owned banks
Emerging opportunityNames such as PSBC are showing operational inflection points, and their H-shares trade at a significant discount to peers, offering catch-up potential amid demand for defensive allocations.
Potential beneficiaries
- Postal Savings Bank of China (PSBC)
- Other large state-owned banks
Risks
- The trend of stabilizing retail asset quality fails to continue
- Net interest margin compresses more than expected in 2027
Indicators to watch
- PSBC's quarterly PPoP growth
- Quarter-on-quarter change in retail NPL formation rate
Related reports(2)
- China banksJPMorgan · 2026-08-30
- Banks - China (H/A)Bank of America · BofA Global Research · 2026-08-31
Reform of China's real estate pre-sale system and industry reshaping
5 Related reports
Key views
If the completed-property sales model is strictly implemented, the average contracted sales of covered developers will decline by 11%, 17%, and 35% respectively from 2026 to 2028, with a compound annual decline of 24%, fundamentally altering capital turnover speed and industry scale.
Model calculations show that shifting from pre-sales to completed-property sales would cause project IRR to plunge from 21.8% to 4.1%, annualized ROE to drop from 5.2% to 3.5%, and capitalized interest expenses to double; developers must significantly increase leverage or rely on selling price increases to maintain profitability.
Eliminating the pre-sale mechanism may slow China Merchants Shekou (CMSK)'s asset turnover and increase capitalized interest expenses; the probability of an absolute share price decline over the next 30 days exceeds 80%, but Equal Weight is maintained due to its strong balance sheet.
Contracted sales of China's top 100 developers rose 16.2% year-on-year in 8, but were mainly driven by state-owned enterprises (17 of the top 20 large ones); the year-to-date cumulative figure still fell 11.5%, and the single-month improvement masks overall weak demand.
Although the transition to completed-property sales can reduce delivery risks, since developers still obtain 45% of their funding from pre-sales, this shift could severely restrict financing channels for cash-strapped private developers, accelerating the new home market's transition to an oligopolistic structure.
The combined core earnings of covered Chinese developers fell more than 60% in 1H26; the pre-sale exit policy could delay cash collection by about two years, and if land acquisition stops in 2H26, new home sales in 2027 could decline by more than 20%.
Current market environment
China's real estate industry is undergoing a profound business model restructuring. The potential shift from the pre-sale system to completed-property sales would not only sharply cut developers' internal rates of return and capital turnover efficiency, but also sever the key financing source on which private enterprises rely for survival. Although 8 sales data showed a single-month rebound driven by state-owned enterprises, overall demand remains weak, market share is accelerating toward financially sound state-owned enterprises, and private developers face severe liquidity tests.
Future market changes
Full implementation of the completed-property sales policy triggers deep industry reshuffling
Long term
Triggers
- Regulators officially release a timetable for abolishing pre-sales
- Local government pilot scope expands
Transmission channels
- Developers' cash collection cycle extends by two years
- Project IRR plunges cliff-like
- Private property developers' financing channels dry up
- Land acquisition stalls
- New home supply shrinks
- Industry concentration rises sharply
Indicators to watch
- Year-on-year change in land acquisition amount of the top one hundred property developers
- Frequency of debt default events among private enterprises
- New home inventory destocking cycle
Invalidation conditions
- Policy implementation intensity falls far short of expectations, or a transition period allowing partial pre-sales is permitted
- The government launches large-scale targeted capital injections to rescue private enterprises
Related reports(5)
- Quantifying the Impact of a Completed-Sales ModelMorgan Stanley · 2026-08-30
- China Merchants Shekou Industrial Zone | Asia PacificMorgan Stanley · 2026-08-30
- China: State-owned developers drove contract sales value in AugustNomura · 2026-09-01
- China Property (H/A)Bank of America · BofA Global Research · 2026-09-01
- China PropertyJPMorgan · 2026-09-02
China's two-speed macroeconomic divergence and policy path expectations
6 Related reports
Key views
China's economy displays two-speed characteristics: external demand and technology-related areas are relatively strong, but domestic consumption, real estate, and non-tech downstream industrial margins remain weak, and third-quarter real GDP growth is running below the official target.
China's manufacturing PMI rose slightly to 49.8 in 8 but remained in contraction territory, with high-tech manufacturing expanding for 19 consecutive months while consumer goods and high energy-consuming industries contracted; the gap between input and output prices widened to 6.2 percentage points, squeezing downstream margins.
Disappointing activity data raises the likelihood of policy "fine-tuning" in China, but the expected response is to accelerate execution of the existing budget rather than launch large-scale stimulus, ruling out fantasies of strong stimulus.
Local government special bond issuance accelerated in 8 (accounting for 11.8% of the annual quota), with project reserves focusing on the "six networks" initiative, potentially supporting infrastructure investment in the coming months.
Despite hawkish remarks at Jackson Hole, institutions maintain the view that the Federal Reserve will hold steady; if proven wrong, rate hikes are expected to be gradual (a cumulative 50-75 basis points).
Price-based financial conditions indicators show tightening, but U.S. bank loan growth exceeding 7%, investment-grade bond issuance surpassing USD 900 billion in 8, and broad money expansion indicate that credit creation remains supportive.
Goldman Sachs' base case forecasts U.S. real GDP growth of 2.1% in Q4/Q4 of 2026, core PCE inflation of 2.9%, and the Federal Reserve maintaining rates at 3.5-3.75% for the remainder of the period, with low recession risk.
Beijing is expected to favor promoting a gradual annual appreciation of the RMB against the USD of 3-5% to ease trade frictions and support internationalization, forecasting USDCNY at about 6 by end-2028.
The RatingDog China Services PMI rose to 51.4 in 8, with new business and employment sub-indices improving, but new export orders weakened and input cost pressures rose.
Current market environment
The global macroeconomy exhibits significant structural divergence. China's economy maintains pockets of strength driven by technology and exports, but insufficient domestic demand, the real estate drag, and poor cost pass-through limit the breadth of the overall recovery, with policy focused on accelerating fiscal efforts and targeted fine-tuning. Overseas, the U.S. economy demonstrates soft-landing resilience, quantity-based liquidity indicators remain accommodative, and the probability of aggressive Federal Reserve rate hikes is low. Meanwhile, expectations of moderate RMB appreciation are gradually forming, helping improve international investors' willingness to hold RMB assets.
Future market changes
These reports do not specify a future scenario.
Opportunities and risks
China's infrastructure industry chain benefits in phases
Emerging opportunityLocal government special bond issuance is accelerating and focusing on "six networks" projects; the faster pace of fiscal efforts is a key lever for stabilizing growth in the second half of the year.
Potential beneficiaries
- Infrastructure engineering contractors
- Building materials suppliers
- Construction machinery companies
Risks
- Project implementation progress falls short of expectations
- Local fiscal pressure limits the availability of matching funds
Indicators to watch
- Year-on-year growth rate of monthly infrastructure investment
- Disbursement progress of special bond funds
Related reports(6)
- Rising Likelihood of Policy Finetune as Data Continue to DisappointMorgan Stanley · 2026-08-30
- Weakness persists despite some improvementBarclays · 2026-08-31
- Flows & LiquidityJPMorgan · 2026-09-02
- GOAL: GLOBAL OPPORTUNITY ASSET LOCATORGoldman Sachs · 2026-09-02
- Why Beijing may favor gradual RMB appreciationGoldman Sachs · 2026-09-02
- China: Unofficial services PMI increased in AugustGoldman Sachs · 2026-09-03
Explosive demand for AI infrastructure, cloud computing, and computing power
11 Related reports
Key views
The total size of China's cloud market is expected to grow from RMB 3890 billion in 2025 to RMB 1.729 trillion in 2030; the combined capital expenditure of the top four cloud platforms in 2026 is expected to rise 98% year-on-year to RMB 7260 billion, with AI MaaS and infrastructure as the main engines.
Adoption of Chinese open-source models is strong, with DeepSeek V4 Flash leading usage on OpenRouter and its token share on the Vercel platform rising to 29.7%; cost-effective models are driving API call volumes and underlying computing power demand.
Microsoft Azure growth accelerated to 43% in 4Q26, with management guiding 1Q27 to reach 45%, and paid M365 Copilot seats exceeding 3000 million, proving that enterprise AI applications can effectively translate into actual revenue.
Z.ai's cloud/API revenue beat expectations, with the 8 monthly ARR guidance reaching USD 16 billion; valuations of AI labs should focus on API adoption and ARR expansion rather than traditional on-premise deployment businesses that are actively shrinking.
NVIDIA management expressed confidence in the framework of 70% year-on-year growth for FY28, supported jointly by hyperscalers, neocloud, sovereign AI, and enterprise demand; without supply constraints, business year-on-year growth could more than double.
Dell's FQ2 2027 AI server revenue doubled year-on-year to USD 164 billion, with record orders reaching USD 609 billion and a backlog of USD 950 billion, confirming that AI infrastructure spending has extended to enterprises and new cloud vendors.
In China's software and cloud computing sector, Kingsoft Cloud's AI cloud revenue accounted for 56% of public cloud revenue in 2Q26; AI monetization has become the main positive differentiator, alleviating broad disruption concerns.
Neocloud industry demand was strong in 2Q26, with CoreWeave achieving USD 25.8 billion in revenue and a backlog of about USD 1040 billion; IREN's AI Cloud revenue doubled sequentially, exceeding Bitcoin mining revenue for the first time.
Capacity scarcity gives Neocloud suppliers significant pricing power, with CoreWeave reporting price increases of 25% across all SKUs, and IREN's three-year pricing about 125% higher than in 11.
Neocloud expansion faces extremely high capital intensity, with CoreWeave raising its 2026 CapEx guidance to USD 350-390 billion and IREN's FY27 CapEx guidance at about USD 250-300 billion; financing availability becomes a key risk.
Microsoft restructured its reporting segments, removing GitHub Cloud and others from Azure to form metrics more focused on cloud and AI consumption, and introduced quarterly Azure revenue disclosure (FY26 restated as USD 1019 billion); the underlying growth outlook remains unchanged.
Current market environment
Global AI infrastructure construction is in an unprecedented capital expenditure expansion cycle. Whether it is the near-doubling of capital expenditure by China's leading cloud platforms or the record order backlogs and enhanced pricing power of North American Neocloud vendors, both confirm the authenticity and explosive nature of AI computing power demand. The surge in enterprise AI applications (such as Copilot) and API call volumes is closing the loop from underlying hardware to upper-layer commercial monetization. However, extremely high capital intensity and supply bottlenecks in advanced wafers and memory constitute the main physical constraints on current expansion.
Future market changes
Concentrated release of Neocloud capacity leads to weakened pricing power
Long term
Triggers
- Tens of billions of dollars in capital expenditure convert into actual online computing power
- Growth in AI model training demand slows
Transmission channels
- Supply and demand in the GPU rental market reverse
- Neocloud vendors cut prices to win customers
- Gross margins compress rapidly
- Highly leveraged expansion models face cash flow rupture risks
Indicators to watch
- Unit price trends of newly signed contracts for vendors such as CoreWeave
- Global GPU spot rental price index
Invalidation conditions
- AGI R&D triggers a new round of exponential computing power hunger
- Power supply bottlenecks continue to limit data center construction speed
Institutional disagreements
Moats and cyclical risks of different companies within the Neocloud track
Different views
- Bernstein maintains an Underperform rating on CoreWeave, believing it may be among the earliest companies hit by capacity relief
- Bernstein maintains an Outperform rating on IREN, optimistic about its vertically integrated model, diversified customer mix, and 5.8 GW of global power assets
Opportunities and risks
Upstream equipment and cloud services in the AI computing power supply chain
Consensus opportunityCapital expenditure guidance far exceeds expectations, Neocloud pricing power is at a high level, and order visibility is extremely strong.
Potential beneficiaries
- AI server manufacturers
- Cloud infrastructure platforms
- Optical interconnect component vendors
Risks
- Advanced-process wafer yield issues
- Escalation of chip export controls due to geopolitics
Indicators to watch
- Quarterly capital expenditure realization rate of leading cloud vendors
- AI server shipment data
Related reports(11)
- China AI Model Monitor (Aug): Upgrade wave, Usage surge, Cloud upsideBank of America · BofA Global Research · 2026-08-31
- AI strategy and execution support higher valuation; raise PO to $600Bank of America · BofA Global Research · 2026-09-01
- Z.ai H1: API revenue and margin on pointBernstein · 2026-09-01
- NVIDIA CorporationJPMorgan · 2026-09-02
- NVIDIA CorporationJPMorgan · 2026-09-02
- F2Q27 Earnings – Another Blowout QuarterMorgan Stanley · 2026-09-02
- DELL: The Tri-fector - Storage joins the party as AI Servers, Traditional Servers & Storage all impress; increase TP to $650Bernstein · 2026-09-02
- Mixed 2Q26/1H26 results; AI demand strong; resilient growth eases AI disruption concernsBank of America · BofA Global Research · 2026-09-01
- US Communications Infrastructure & Global Digital Assets Neocloud 2Q 2026 Round-up: All about timingBernstein · 2026-09-03
- IREN: Model Update (PT $100 - unchanged)Bernstein · 2026-09-03
- Morgan Stanley_MicrosoftRecastingtheBusinessfortheAIEra_20260903Morgan Stanley · 2026-09-03
High growth and structural concerns in AI semiconductors and custom chips
3 Related reports
Key views
Broadcom's FY3Q26 AI semiconductor revenue rose 221% year-on-year to USD 167 billion, above the expected USD 161 billion; FY4Q26 guidance is USD 217 billion, in line with Goldman Sachs' expectations and above market consensus.
Broadcom management raised its FY2027 AI revenue outlook to about USD 1150 billion and suggested FY2028 could reach USD 2300 billion, establishing its medium- to long-term explosive growth trajectory in AI infrastructure.
As the proportion of AI semiconductor revenue rises, its lower contribution margin is expected to weigh on Broadcom's overall gross margin, with FY4Q26 gross margin expected to fall to about 73%, below consensus of 73.6%.
Some market bulls, based on 10 GW forecasts, expect Broadcom's 2027 revenue potential to exceed USD 1500 billion, while management's specific guidance is USD 1150 billion; this gap with high external expectations has raised concerns about its market share in the TPU ecosystem.
Current market environment
The AI custom chip (ASIC) market is experiencing exponential growth, and Broadcom, as a core supplier, has demonstrated revenue explosiveness far exceeding market expectations. Management's ambitious guidance for the next two years confirms hyperscalers' firm commitment to custom computing power. However, the product mix tilting toward low-margin AI chips is diluting the company's overall profitability, and the gap between extremely optimistic market expectations and management guidance increases the risk of short-term valuation volatility.
Future market changes
These reports do not specify a future scenario.
Institutional disagreements
Impact of Broadcom's customer concentration on valuation multiples
Different views
- Bernstein noted that the forward outlook increasingly relies on frontier labs such as Anthropic and OpenAI, and rising customer concentration warrants lower valuation multiples
- Morgan Stanley, however, believes that with the two AI labs expected to become the largest customers in CY28, customer breadth is actually improving
Related reports(3)
- Broadcom Inc. (AVGO): First Take: Solid quarter but tepid guidance; FY27 AI revenue commentary on call will be keyGoldman Sachs · 2026-09-02
- Earnings solid; raising FY 28 EPSMorgan Stanley · 2026-09-03
- Broadcom (AVGO): FQ326 recap - An Al double-double (animal style...)Bernstein · 2026-09-03
Hardware supply chain, material upgrades, and optical interconnect evolution
11 Related reports
Key views
Data center scale-up brings entirely new demand by replacing intra-rack copper connections with optical connections; Lumentum expects NPO demand could begin from late 2027 to early 2028, earlier than previously expected.
PTFE materials may be selectively used in Nvidia Rubin Ultra NVL576 switch trays, but M10/PTFE hybrid materials are more feasible than all-glass-free designs; mainstream NVL72 compute boards will still use M8+ CCL over the next two to three years, confirming the continuity of the CCL upgrade cycle.
The global AI server copper clad laminate market is expected to grow at a 161% CAGR during 2026-28E and reach USD 480 hundred million by 2028E. Kingboard Laminates is shifting capacity toward AI-related products, and vertical integration helps secure supply.
Chaozhou Three-Circle's 1H26 results beat expectations, with rapid MLCC sales growth and data center optical communication demand driving a sharp profit increase. AI server demand may tighten MLCC industry capacity, recreating a cycle of simultaneous volume and price increases.
HSBC Qianhai initiated coverage on Robotechnik with a Buy rating, believing that after its acquisition of ficonTEC it is transforming into a key supplier of photonic assembly and test equipment, and expects net profit CAGR to reach 330% over 2026-28.
Goldman Sachs maintained a Buy rating on Montage Technology; the DDR5 generational upgrade will improve product mix, and new PCIe and CXL products have expanded AI interconnect revenue opportunities.
WUS is expected to benefit from rising PCB requirements for AI servers and high-speed networking equipment. Higher per-rack compute density has increased signal integrity requirements, and PCB usage per AI rack is also rising.
SICC management expects continued adoption of silicon carbide (SiC) materials by EVs and AI data centers and a transition to 8-inch and 12-inch substrates, forecasting net profit to grow at a 87% CAGR during 2026-28E.
Advanced wafers and memory are NVIDIA's primary supply bottlenecks. Rising memory costs and supply constraints could compress platform specifications and create uncertainty around long-term gross margin sustainability.
Apple's DRAM consumption for iPhone production in C1H26 rose nearly 50% year-on-year, and memory supply constraints could delay some iPhone 18 Pro output.
Current market environment
The explosion in AI computing power demand is profoundly reshaping the upstream hardware supply chain and materials system. From the accelerated evolution of optical interconnect architectures and the exponential expansion of the high-speed copper clad laminate (CCL) market to the simultaneous volume and price increases in MLCCs and SiC materials, technology iteration cycles are highly resonant with AI infrastructure construction. However, capacity bottlenecks in advanced packaging and memory have become the core physical constraint limiting computing power expansion, and are even beginning to spill over into consumer electronics flagship products, affecting shipment pace.
Future market changes
These reports do not specify a future scenario.
Opportunities and risks
AI-driven upgrades in high-end electronic materials and optical components
Consensus opportunityPer-rack value content for AI servers has risen significantly, the trend of optical interconnects replacing copper interconnects is clear, and CCL and MLCCs are entering a new upcycle.
Potential beneficiaries
- Copper clad laminate leader
- Optical communication component vendors
- MLCC manufacturers
- SiC substrate suppliers
Risks
- Technology route changes leading to substitution of specific materials
- Overly rapid capacity expansion triggering price wars
Indicators to watch
- Shipment share of high-end CCL products
- Optical module tender prices and volumes
Related reports(11)
- Optical scale-up demand could be brought forwardNomura · 2026-09-01
- PCB, CCL and SubstrateJPMorgan · 2026-09-01
- Asia Leaders Conference 2026 Takeaways: Kingboard Laminates (1888.HK): Vertically integrated CCL solution to secure supplyGoldman Sachs · 2026-09-02
- MLCC/optical demand to drive earnings growth Maintain Buy; raise TP to CNY140, implying 24.7% upsideNomura · 2026-08-31
- Robotechnik (300757 CH)HSBC · 2026-08-31
- Montage (688008.SS): Asia Leaders Conference 2026 Takeaways: PCle switch/ CXL MXC chips in expansion; new DDR5 ramp up; BuyGoldman Sachs · 2026-08-31
- WUS (002463.SZ): Asia Leaders Conference 2026 Takeaways: AI PCB mix upgrade with capacity expansion; BuyGoldman Sachs · 2026-09-03
- SICC (688234.SS): Asia Leaders Conference 2026 Takeaways: SiC in EVs in expansion; AIDC as new opportunities; NeutralGoldman Sachs · 2026-09-03
- NVIDIA CorporationJPMorgan · 2026-09-02
- NVIDIA CorporationJPMorgan · 2026-09-02
- iPhone 18 Launch Preview – Ternus, Foldables, and PricingMorgan Stanley · 2026-09-02
Monetization logic for AI software and enterprise platforms
4 Related reports
Key views
Snowflake's 2Q27 product revenue grew 37% year-on-year to USD 14.92 hundred million, accelerating for the third consecutive quarter. Management attributed about half of the growth to AI products and the other half to increased core platform consumption.
CrowdStrike launched AI security products such as Guardian and SafeMind, expanding the AI security TAM to approximately USD 2150 hundred million. SafeMind achieves a detection rate 29%-37% higher than frontier models with per-task costs up to 99% lower.
AI workloads currently contribute lower margins, causing Snowflake's non-GAAP product gross margin to fall roughly 170bp year-on-year to 74.7%, while it faces broad competition from hyperscalers and AI labs.
In China's software and IT services sector, demand for real estate-related software, financial IT and cybersecurity remains weak. In 7M26, national new home sales area fell 12.7% year-on-year, and Hundsun Wealth Technology and others saw 1H26 revenue decline 11% year-on-year.
Current market environment
The enterprise software market is undergoing profound AI-driven differentiation. On one hand, platforms with data foundation advantages (such as Snowflake) and security leaders (such as CrowdStrike) have successfully used AI products to drive core consumption and broaden their addressable markets, validating the flywheel effect of AI monetization. On the other hand, the low initial margins of AI workloads are eroding overall gross profit, and traditional IT segments (such as China's real estate and financial software) remain mired in weak demand due to downstream customer budget tightening.
Future market changes
These reports do not specify a future scenario.
Related reports(4)
- Snowflake 2Q27: Stellar quarter surprising the streetBernstein · 2026-09-03
- 2Q27 Results: An AI-Powered Growth Flywheel That Is Still in the Early InningsMorgan Stanley · 2026-09-03
- Plenty Of Room For The Fal.Con To SoarMorgan Stanley · 2026-09-03
- Mixed 2Q26/1H26 results; AI demand strong; resilient growth eases AI disruption concernsBank of America · BofA Global Research · 2026-09-01
Auto parts crossing into AI and intelligent driving penetration
5 Related reports
Key views
Chinese auto parts suppliers faced widespread cost inflation and OEM pricing pressure in 2Q26, but companies with overseas exposure, cost pass-through ability and differentiated products showed resilient margins.
AIDC liquid cooling and precision die casting are expected to deliver the clearest revenue acceleration for auto parts suppliers in 2H26. Minth Group and Fuyao Glass already have substantive project progress, and crossing into the AI supply chain opens a second growth curve.
Horizon Robotics' 1H26 revenue missed expectations and its FY26 shipment guidance was lowered, but its HSD solution has secured design wins with all Top-5 domestic OEMs, and comprehensive penetration among leading automakers lays the foundation for its long-term commercialization.
AAC is leveraging its precision manufacturing and acoustic capabilities to expand into AI data center liquid cooling, edge AI devices and XR optics, which is viewed as a long-term growth driver.
China NEV aggregate orders from key OEMs in week 35 fell 6% sequentially, reflecting the summer off-season, but XPeng, Nio and BYD performed resiliently, and month-to-date NEV wholesale penetration in 8 reached 70.5%.
Current market environment
The traditional auto parts industry is under enormous pressure amid the zero-sum game of domestic vehicle price wars, making global footprint and high-end products the core moat against risk. At the same time, AIDC liquid cooling and precision die casting demand provide clear cross-sector growth opportunities for parts companies with process reuse capabilities. On the intelligent driving front, although near-term shipment guidance is under pressure, leading algorithm suppliers have achieved comprehensive penetration across mainstream automakers, and terminal NEV penetration continues to climb above 70%.
Future market changes
These reports do not specify a future scenario.
Opportunities and risks
Auto parts extending into the AI infrastructure supply chain
Emerging opportunityAIDC liquid cooling demand is surging, and the technical capabilities of traditional die casting and thermal management companies can be directly transferred, with substantive projects already implemented.
Potential beneficiaries
- Minth Group
- Fuyao Glass
- AAC
Risks
- Slower AI capex leading to weaker-than-expected liquid cooling demand
- Intensifying cross-sector competition compressing margins
Indicators to watch
- Rising share of AIDC business revenue for relevant companies
- Winning bids for liquid cooling components
Related reports(5)
- Morgan Stanley_ChinaAutoParts-AsiaPacific2Q26Wrap-up-NotMuchAboutAutos_20260831Morgan Stanley · 2026-08-31
- Horizon Robotics 1H26: print miss is already de-risked. HSD's sweep of Top 5 domestic OEMs is the bigger storyBernstein · 2026-09-01
- AAC (2018.HK): Asia Leaders Conference 2026 Takeaways: Liquid cooling and Edge AI as new upsides; NeutralGoldman Sachs · 2026-09-02
- 2026 Week 35 highlights:Goldman Sachs · 2026-09-01
- Lacking positive signal/catalyst in Aug-26 Quick NoteNomura · 2026-09-02
Commodity cycles, energy transition and shipping logistics
6 Related reports
Key views
Morgan Stanley expects gold prices in 4Q26 to be around USD 4450/oz, with a path to rise above USD 5000 in 2027; Goldman Sachs maintains its year-end 2026 fair value forecast for gold at USD 4900/oz, supported by central bank buying and ETF inflows.
Tight mine supply and structural demand (electrification, AI data centers) support copper prices. On a six-year P/NAV basis, copper stocks imply a copper price of USD 6.21/lb, below the spot price of USD 6.55/lb, leaving miners still attractive.
Goldman Sachs is bullish on the copper sector, expecting copper prices to stay elevated in 2H26E driven by tight scrap supply and US stockpiling; conversely, aluminum spreads are expected to narrow as new supply expands, and the lithium market will shift from shortage to surplus.
High sulfur prices and declining MHP output have weakened the profitability of Huayou Cobalt's and GEM's nickel businesses. GEM's MHP nickel shipments fell 37% year-on-year in 1H26, and raw material cost inflation is eroding EV battery material margins.
The energy transition is in an era of energy addition rather than substitution, with global energy use expected to grow at a 1.9% CAGR from 2025 to 2050. Data center electricity consumption is projected to reach 565 TWh in 2026, and grid connection queues are constraining traditional grid supply.
Global oil demand is forecast to grow by about 1.1 mb/d annually from 2027 to 2030, with Brent's mid-cycle equilibrium price estimated at USD 85/bbl in 2030, well above the forward implied average of USD 70/bbl.
China Merchants Energy Shipping management expects VLCC TCE on the TD34 route in 4Q26 to reach at least USD 20 ten thousand/day. Persian Gulf flows below pre-war levels and rerouting have reduced effective fleet capacity, supporting high rates.
Current market environment
Commodity markets show strong structural divergence. Gold has repeatedly hit record highs amid central bank buying, de-dollarization and macro uncertainty; copper benefits from incremental demand from electrification and AI data centers as well as supply constraints, maintaining strong fundamentals. By contrast, battery metals such as lithium and nickel face persistent earnings pressure due to overcapacity and cost inflation. The energy sector has entered an era of incremental demand, with AI-driven surges in power demand combined with geopolitical fragmentation pushing up premiums for oil, gas and grid infrastructure. In shipping, constrained effective capacity caused by geopolitical disruptions has kept VLCC rates at historical highs.
Future market changes
These reports do not specify a future scenario.
Related reports(6)
- DataDig: Gold Cashes InMorgan Stanley · 2026-08-31
- GOAL: GLOBAL OPPORTUNITY ASSET LOCATORGoldman Sachs · 2026-09-02
- Copper price back to setting new all-time highs: what is priced into the equities?Bank of America · BofA Global Research · 2026-09-01
- 1H26A earnings review (base metals): aluminium,copper, gold,lithium andother EVmetals; upgrade Ganfeng-H/Huayou Cobalt toNeutral, downgrade Zhaojin/GEM to Neutral/SellGoldman Sachs · 2026-09-02
- Energy in the age of fragmentationBarclays · 2026-09-03
- China Merchants Energy Shipping Co Ltd (601872.SS): Asia Leaders Conference 2026 Takeaways: 4Q26 VLCC TCE to exceed US$200k/ day,Goldman Sachs · 2026-09-03
Consumer goods destocking and private credit resilience
2 Related reports
Key views
Wuliangye's 2Q26 revenue fell 13% year-on-year, in line with expectations. The company is actively destocking through promotions and flexible payment terms; core brand sales surged but average prices declined, and current valuations have fully priced in the transitional pain.
Global private credit fundraising rebounded sharply to USD 990 hundred million in 2Q26, and the CDLI's realized loss rate over the past 12 months was only 47 basis points, dispelling market fears of a systemic collapse.
The software sector accounts for 24% of CDLI weight but contributed 62% of unrealized losses since end-2025. AI disruption is depressing valuations, and the approaching maturity wall in 2028 makes refinancing for software borrowers a key risk.
Current market environment
Traditional consumer goods and alternative investments each display their own adjustment logic. Baijiu leaders are sacrificing short-term pricing and cash flow in exchange for channel health; proactive destocking strategies have suppressed current results but cleared obstacles for a long-term recovery. The private credit market has demonstrated strong systemic stability after redemption concerns, with the return of institutional capital confirming its asset resilience. However, AI's disruptive effect on the traditional software industry has materially transmitted to credit markets, and valuation shrinkage among software borrowers constitutes the most prominent structural risk point in private credit.
Future market changes
These reports do not specify a future scenario.
Related reports(2)
- Company Wuliangye YibinDeutsche Bank · 2026-08-31
- Private Credit: Redemption Concerns Fade, While Software Moves Into FocusGoldman Sachs · 2026-08-31
Valuation structure, fund flows and asset allocation strategies
7 Related reports
Key views
Big Tech underperformed the S&P 500 for 92% of the time in 2026, as AI CapEx outpaced free cash flow, triggering valuation multiple compression, but over USD 1 trillion in compute-SPV financing could move AI investment off balance sheets starting in 2028, easing concerns.
Overall retail activity fell to the 20th percentile and ETF inflows dropped to the 8th percentile, with funds clearly rotating from software into energy and semiconductors. Tech stocks outside Mag 7 were reduced, reflecting market concerns about AI disrupting traditional software.
Goldman Sachs maintains an overweight on global equities and an underweight on credit for the next 12 months, arguing that rising long-term yields and AI debt issuance weaken bonds' buffer role, and recommends a barbell strategy combining diversified global AI exposure with high-dividend/low-volatility stocks.
The FTSE China 9 quarterly rebalance will increase the index's tech hardware and semiconductor exposure, expected to bring over USD 19 hundred million in two-way passive flows, with Tech Hardware and Semis receiving the largest net inflows and Banks facing the largest net outflows.
Goldman Sachs added Kotak Mahindra Bank and NEC to the APAC Conviction List; the former benefits from a recovery in unsecured loans, while the latter benefits from domestic IT modernization and defense orders in Japan.
CPIC management said NBV CAGR over the past three years was 26% but is expected to slow, equity allocation was raised from 11.2% to 13.9%, and the company will continue to drive margin expansion through product mix adjustments while maintaining a prudent ALM strategy.
Morgan Stanley views Apple's 9 9 launch as the most important since the iPhone X, with the first foldable iPhone expected to start at USD 2399 and adopt TSMC's 2nm process to enhance on-device AI performance.
Current market environment
Global capital markets are at a point of drastic shifts in fund preferences. AI capex devouring free cash flow has put large-cap tech valuations under pressure, retail risk appetite has cooled and capital is highly concentrated in a few AI hardware names, while the traditional software sector has experienced liquidation-style selling. Passive flows are accelerating a tilt toward tech hardware and semiconductors via index rebalances. Against this backdrop, institutions broadly recommend a barbell strategy to capture structural AI growth while using high-dividend and low-volatility assets to hedge macro and interest rate risks.
Future market changes
These reports do not specify a future scenario.
Related reports(7)
- Hyperscalers: Hype again?Barclays · 2026-09-01
- Retail Radar: Sep 2 – Energy over Software, Precious Metals over MinersJPMorgan · 2026-09-02
- GOAL: GLOBAL OPPORTUNITY ASSET LOCATORGoldman Sachs · 2026-09-02
- FTSE China Index Series Review and Flow Implications (September 2026)Goldman Sachs · 2026-09-03
- Sept update: Adding Kotak Mahindra Bank, NEC; removing Jardine Matheson, Haitian-H, Wuxi AppTec, InovanceGoldman Sachs · 2026-09-02
- China Pacific Insurance (2601.HK): Asia Leaders Conference 2026 Takeaways: Stay focused on core investment strategy/disciplined ALMGoldman Sachs · 2026-09-03
- iPhone 18 Launch Preview – Ternus, Foldables, and PricingMorgan Stanley · 2026-09-02