2026-09-15 Daily Brief | Hilo Research
The current market is jointly driven by the structural expansion of AI infrastructure capital expenditure and the repricing of macro interest rate risks. Hyperscaler capex continues to be revised upward, driving significant supply-demand gaps in copper-clad laminates (CCL), high-end fiberglass cloth, HVLP copper foil, and optical interconnect components, ushering in a volume-and-price upcycle for upstream material suppliers; meanwhile, disorderly rising bond yields have replaced the AI bubble as the primary tail risk, with investors shifting from equities and real estate to cash and defensive sectors. China's real estate market faces deteriorating profit models due to pre-sale fund supervision policies, while companies with recurring revenue demonstrate greater resilience. On the consumer side, demand across China's beer industry has slowed comprehensively but leading players' market shares remain solid, while the cruise industry is squeezed by weakening European pricing and soaring fuel costs. In enterprise software, AI agents are deepening rather than eroding the moats of core business systems, driving a revaluation of tracks such as identity governance and ERP.
AI Infrastructure Materials Super Cycle: CCL, PCB, Fiberglass Cloth, and Copper Foil
3 Related reports
Key views
Morgan Stanley expects the global CCL TAM to grow from 190 hundred million USD in 2025 to 470 hundred million USD in 2030 (compound annual growth rate of 20%), higher than market expectations of 350 hundred million to 400 hundred million USD; meanwhile, the global PCB TAM will rise from 580 hundred million USD to 1350 hundred million USD, with AI/data center PCB demand growing more than six-fold to 860 hundred million USD, reaching a compound annual growth rate of 45%. Increased material usage per system contributed 84% to AI-related CCL growth, such as Nvidia VR300 single-rack CCL usage expected to rise to 35,601 USD.
The HVLP4 copper foil market is expected to surge from less than 5000 ten thousand USD in 2025 to 28 hundred million USD in 2030, with bottom-up models showing supply gaps of 31% and 20% in 2027 and 2028, respectively. Mitsui Kinzoku holds 41% of global HVLP4 capacity for 2026 years, while Co-Tech Development, as the fastest follower, is shifting capacity towards advanced RTF and HVLP products. Specialized equipment and low yields limit effective capacity, granting qualified suppliers strong pricing power in 2027-28.
High-end electronic-grade fiberglass cloth is listed as the most attractive material opportunity, with a projected supply gap of approximately 40% in 2026, further worsening in 2027, and easing to about 30% in 2028. Limited loom supply, tight glass roving, and rising precious metal costs constrain qualified capacity expansion. Nittobo holds approximately 90% of the T-glass market share, while Honghe Technology is becoming one of the few domestic manufacturers capable of scaling high-end electronic cloth supply by shifting capacity to special grades.
Grace Fabric's new Huangshi project plans to add approximately 1.5 hundred million meters of high-end fiberglass cloth and approximately 1254 tons of special yarn annual design capacity, targeting completion in 2027. The company's special fiberglass cloth share of annual shipments is expected to rise from 2.6% in 2025 to approximately 16% in 2028, contributing over 50% to revenue. It maintains partnerships exceeding ten years with all five major customers, and four leading global end-customers have signed agreements and paid deposits to lock in two-to-three-year capacity. Through the Huangshi yarn project, it can achieve 100% self-sufficiency in AI-related fiberglass cloth and 70% self-sufficiency in E-glass fiberglass cloth. Morgan Stanley assigns a target price of Rmb 170 and an Overweight rating based on 45 times 2028 forward P/E.
Among CCL suppliers, EMC was first rated Overweight, with a target price of NT$ 8,400 corresponding to 20 times CY28 P/E, expecting gross margins to rise from 29.8% in 2025 to 41.4% in 2028. TUC was also first rated Overweight with a target price of NT$ 2,700; its lower valuation reflects its relative lag in high-end positioning. Kingboard Laminates was first rated Overweight due to vertical integration advantages, but its high proportion of ordinary FR-4 makes it more cyclical. Co-Tech is positioned as a key second source for HVLP4 and was first rated Overweight, with gross margins expected to rise significantly from 21.8% in 2025 to 47.2% in 2028. Shengyi Technology remains Equal-weight, with the target price raised to Rmb 170.
The Rubin VR200 NVL72 rack is estimated to contain approximately 570,000 MLCCs, nearly 80% higher than the GB300 rack, driving an expected increase in dollar content per rack of 182%. Faster transmission drives the CCL sector to shift from traditional epoxy resins to PPE/OPE, BMI, and cyanate ester systems, making Mitsubishi Gas Chemical and Denka preferred resin exposures.
The AI materials group has pulled back approximately 36% from its highs after rising 91% in the previous 12 months, currently trading at approximately 26 times 2026 forward P/E, compared to approximately 35 times for PCB/CCL peers, indicating room for revaluation of upstream material suppliers relative to downstream counterparts.
Current market environment
Generational shifts in AI server platforms (such as the Nvidia Rubin architecture) have caused a surge in material value per rack, coupled with continuous upward revisions to hyperscaler capex, resulting in severe mismatches between nominal capacity and certified qualified capacity for key upstream materials like CCL, high-end fiberglass cloth, and HVLP copper foil. Major customer certification for M7 and above high-grade CCL typically requires 12 to 18 months, and long certification cycles create design-in stickiness for existing suppliers.
Future market changes
Supply-demand gaps in high-end fiberglass cloth and HVLP copper foil peak in 2027 before gradually easing
Medium term
Triggers
- AI server shipment ramp-up proceeds as expected
- New expanded capacity (such as Grace Fabric's Huangshi project) comes online on schedule in 2027
Transmission channels
- Release of new capacity increases qualified supply
- Narrowing supply-demand gap limits further price increases
- Supplier margins stabilize at high levels or decline slightly
Indicators to watch
- Quarterly shipment data meets expectations
- Spot and contract price increases slow down
Invalidation conditions
- Severe delays in capacity ramp-up
- Unexpected sharp cut in AI capital expenditure
PTFE-based CCL or co-packaged optics (CPO) changes long-term material demand structure
Long term
Triggers
- PTFE processing challenges are overcome or CPO technology achieves large-scale commercial use in major data centers
Transmission channels
- PTFE replaces some M9 solutions or CPO reduces electrical PCB interconnect demand
- Growth logic for traditional high-end CCL and PCB usage is weakened
- Existing leaders face a shrinking addressable market if they do not master new technologies
Indicators to watch
- Leading cloud vendors release new generation architecture specifications based on PTFE or CPO
Invalidation conditions
- Hybrid PTFE/M9 solutions dominate long-term or CPO commercialization progress falls far short of expectations
Institutional disagreements
Prospects for high-end breakthroughs by mainland China CCL suppliers
Different views
- Morgan Stanley believes Shengyi Technology is likely to gain share in the AI server CCL market but maintains an Equal-weight rating, noting that current valuations are reasonable and there are risks from US-China trade tensions
- If PTFE-based CCL is adopted, Shengyi Technology may benefit, while EMC's addressable market may shrink if it needs to procure PTFE externally, reflecting divergent views on the competitiveness of mainland China and Taiwan suppliers under different technology routes
Opportunities and risks
Domestic substitution and capacity locking for high-end electronic-grade fiberglass cloth
Emerging opportunityA supply gap of 40% is expected in 2027, and major customers need to pay deposits in advance to lock in capacity, granting early expanders extremely strong bargaining power.
Potential beneficiaries
- Grace Fabric
- Honghe Technology
Risks
- Capacity ramp-up delays
- Rising raw material costs
- Slowing AI investment
Indicators to watch
- Increased share of special fiberglass cloth shipments
- Expansion of prepayment contract scale
Share acquisition as second supplier for HVLP4 copper foil
Emerging opportunityMitsui Kinzoku dominates but capacity is limited; supply gaps in 2027-2028 grant qualified second suppliers strong pricing power.
Potential beneficiaries
- Co-Tech Development
Risks
- Yield improvement falls short of expectations
- Customer certification failure
Indicators to watch
- Passing certification by top CCL manufacturers
- Gross margin climbing above 40%
Related reports(3)
- Morgan Stanley_AsiaPacificTechnologyAI’sHiddenBackbone_20260913Morgan Stanley · 2026-09-13
- AI Demand, Tight Supply to Boost Earnings; Initiate at OWMorgan Stanley · 2026-09-13
- AI Infrastructure: The Materials Super-cycleMorgan Stanley · 2026-09-13
Evolution of Optical Interconnect Architectures: NPO, CPO, and Optical Module Supply Chain
5 Related reports
Key views
Industry participants and consultants are more optimistic about optical module demand forecasts for 2026 and 2027. Almost all optical module companies showcased 800G and 1.6T products, but actual shipments will depend on supply chain management. Nomura, based on CIOE 2026 research, believes AI data center optical network demand remains strong, and 1.6T optical modules have become mainstream in scale-out networks. Upgrading to 2.4T and 3.2T optical modules faces significant optical and electronic technical challenges in the era of 400G per lane, which could lead to a longer 1.6T cycle.
NPO is seen as the next-generation technology being pushed by all Chinese industry participants, and China's rich upstream and downstream ecosystem may allow it to build a competitive advantage in this field. YOFC officially launched the CopackAlign CPO/NPO specialty fiber series, marking that the technology is moving from concept to substantive commercialization. External laser sources, optical engine packaging, and higher-bandwidth NPO architectures are mutually reinforcing components in the transition from traditional pluggable optical modules to NPO and ultimately to CPO. Industry participants believe NPO may become a persistent architecture rather than just a transitional solution, but some still prefer pluggable solutions for large-scale horizontal expansion deployments.
Cloud vendor deployment roadmaps are clear: Alibaba aims to achieve mass production of 3.2T NPO modules and QFabric switches in 4Q26, and achieve 6.4T UPO production around mid-2027; Tencent aims to deploy 512 accelerator supernodes using 3.2T NPO in 1Q27. NPO optical engine bandwidth is moving from 3.2T to 6.4T, HiSilicon's integrated light source design may reach 7.2T, and VCSEL remains an active NPO path for short-distance applications.
Progress in External Laser Source (ELS) technology: EugenLight under USI showcased an eight-channel ELSFP with power consumption of approximately 12W and optical output per channel exceeding 23dBm; Source Photonics showcased a 6.4T ELSFP using internal CW lasers and plans to launch a 200mW CW product for NPO in 1Q27. ASMPT's flux-free TCB process supported by Atmospheric Oxide Removal does not require flux, making it particularly suitable for next-generation optical engine packaging and promising to solve warpage and contamination challenges.
Regarding supply bottlenecks, yields for 100mW-plus CW lasers and 200G EML/PD chips still need improvement, while high-end components such as 3nm DSP, mSAP PCB, and multi-core fibers face shortage risks. Supply constraints may drive Chinese optical communication companies to expand their global market share. Innolight, Eoptolink, and YOFC are listed as key beneficiaries of positive FCC progress, optimistic demand outlooks, and potential NPO leadership. Latest FCC progress is described as positive, and leading optical module companies are not expected to be significantly affected. The 2026 China International Optoelectronic Exposition (CIOE) attracted a record number of 100,000 visitors.
Fiber optic demand for hyperscale AI data centers may be 5-10 times that of traditional data centers, with AI-driven data center fiber optic demand CAGR expected to exceed 20% from 2025 to 2030. However, aggressive capacity expansion by Corning, Fujikura, and Furukawa Electric may gradually normalize supply and demand, creating pressure on fiber optic prices and margins in the medium term. Celestica expects its 1.6T network projects starting from 4Q26 to exceed 800G revenue in 2027, while co-packaged optics will only form a substantial contribution when 3.2T switches become widespread around 2029 to 2030.
The NPO market has not yet formed unified standards, and early participants are expected to gain higher value and margins through customized solutions. Cigna AI expects OCS revenue to exceed 20 hundred million USD in 2026 and exceed 80 hundred million USD in 2030, but architectures such as liquid crystal, MEMS, and silicon photonics remain fragmented. The scale-in network proposed by NVIDIA, driven by BlueField-4, is seen as a potential driver for the future of AI networking.
Current market environment
The optical interconnect industry is at a turning point evolving from 800G/1.6T pluggable modules to NPO/CPO architectures. 1.6T has become mainstream in current AI scale-out networks, but next-generation speeds face physical limit challenges. China's deep layout in the upstream and downstream ecosystems of optical communications gives it a potential first-mover advantage in new architectures like NPO, while uncertainties in overseas regulations (such as FCC) are being resolved.
Future market changes
3.2T NPO achieves scaled mass production at leading cloud vendors
Short to medium term
Triggers
- Alibaba and Tencent proceed with 3.2T NPO deployment according to established schedules
- High-power CW lasers and advanced packaging yields meet standards
Transmission channels
- Cloud vendor centralized procurement orders land
- Explosive demand for NPO optical engines and ELS components
- Early suppliers with customization capabilities capture excess profits
Indicators to watch
- Leading cloud vendors publicly confirm NPO rack go-live
- Related suppliers' quarterly revenue exceeds expectations
Invalidation conditions
- NPO reliability test failures lead to a return to pluggable solutions
- Key component yields fail to improve promptly
Institutional disagreements
Is NPO a persistent architecture or a transitional solution to CPO
Different views
- Some industry participants believe NPO will become a persistent architecture due to reliability advantages brought by external laser sources
- Another group of participants still prefers pluggable solutions for large-scale horizontal expansion deployments and views NPO merely as a transition
Opportunities and risks
Share expansion of Chinese optical communication enterprises in the NPO ecosystem
Emerging opportunityOverseas high-end components (such as CW lasers, DSP) face supply bottlenecks, providing a strategic window for domestic substitution in China, and NPO standards are not yet solidified.
Potential beneficiaries
- Innolight
- Eoptolink
- YOFC
Risks
- Technology route standardization deviates from Chinese enterprise advantages
- Reversals in export control policies such as FCC
Indicators to watch
- Improved win rate for Chinese enterprises in global NPO tenders
Related reports(5)
- Greater China Technology Hardware | Asia PacificMorgan Stanley · 2026-09-13
- AMERICAS TECHNOLOGY: HARDWARE & NETWORKING Communacopia + Technology 2026—KeyTakeawaysGoldman Sachs · 2026-09-14
- CIOE Key Takeaways: Expanding the Growth RunwayMorgan Stanley · 2026-09-13
- 400G chips, SiPh / TFLN /Coherent Lite, NPO/CPO/OCSNomura · 2026-09-14
- AI Infrastructure: The Materials Super-cycleMorgan Stanley · 2026-09-13
China Real Estate Policy Shock and Fundamental Divergence
2 Related reports
Key views
JPMorgan points out that the "828" policy delays mortgage fund disbursement until completion, causing cash representing 60-70% of pre-sale receipts to be delayed by 12-18 months. Under the new pre-sale model, project IRR drops from 14.4% to 5.1%, levered IRR drops from 29.8% to 6.8%, and financing costs doubling or more may reduce profit margins by 1-2 percentage points. In the base case, FY27 contracted sales are expected to decline 20-30% year-on-year, as developers replenish sellable resources annually equivalent to only 80% of annual sales. Due to a lag of approximately two years in profit recognition, if FY27 sales decline by 20-30% and margins remain unchanged, FY29 earnings will fall by approximately 20%; if margins drop another 2%, the earnings decline will reach 40-50%.
SOE developers' 1H26 core net profit averaged a year-on-year decline of 40%, with development business margins compressed from 15% in 1H25 to 13% in 1H26. Divergence in the property management segment continues, with SOE-backed property management companies seeing core profit growth of 4% in 1H26, while private-backed peers saw a decline of 4%. Although Longfor has low default risk, its cash flow safety margin has narrowed, and FY26 core net loss is expected to widen to Rmb 5.4bn. CMSK had net profit margins below 1% in FY25 and 1H26, and its 0.6x P/B valuation is relatively high. Poly, Longfor, and Jinmao were downgraded from Overweight to Neutral, and CMSK was downgraded from Overweight to Underweight. The industry currently trades at 0.44x P/B, with 17% potential downside compared to the 0.36x trough P/B.
Companies with recurring revenue exhibit defensive attributes: CR Mixc derives approximately 70% of profits from commercial operations, facing limited disturbance from pre-sales, with FY26 earnings growth expected at 10%; KE Holdings' second-hand housing business contributes 36% of profits and may benefit from reduced new home supply. CR Land derives over 50% of profits from recurring revenue, so even if FY27 contracted sales decline by 20%, the impact on net profit is less than 10%. JPMorgan estimates that in the downside scenario, CR Land's FY29 earnings impact is -6%, while Overseas Chinese Town's is -18%.
First-tier cities, especially Shanghai, are showing signs of mild stabilization. Broader housing price stabilization and margin recovery may appear in 2027 or 2028. However, there is currently no evidence that the four re-rating drivers—nationwide policy easing, housing price growth outside Shanghai, margin recovery, and stronger sales momentum—are materializing. The 7% drop in New World Development's share price after earnings was mainly driven by some hedge funds expecting profit growth of 10-20% versus an actual figure of only 5%, as well as the delayed recognition of proceeds from the sale of San Tin agricultural land. JPMorgan does not expect significant broad housing policy relaxation or tightening in the Hong Kong Five-Year Plan and Policy Address to be released on 9 16. Risks to the base case include an increase in the stamp duty rate for super-luxury homes from 6.5% to over 7%, or a threshold below HK$1 hundred million.
Current market environment
Chinese real estate developers are undergoing a fundamental shift from a high-turnover model to a low-return model. The "828" pre-sale fund supervision policy has completely altered cash conversion cycles, leading to a significant deterioration in project economic models. Performance divergence between state-owned and private enterprises, and between pure development and commercial operations, is intensifying, with the industry as a whole in a phase of deleveraging and bottoming out profits.
Future market changes
Industry profitability, under concentrated pressure in FY29, bottomed out and stabilized in 2027-2028
Long term
Triggers
- Housing price stabilization signals in first-tier cities transmit to second-tier cities
- Marginal optimization of pre-sale fund supervision policies or developer adaptation to new models
Transmission channels
- Narrowing decline in sales
- Completion of revenue recognition for high-priced land projects
- Margins stop declining and gradually recover
Indicators to watch
- Monthly sales of top one hundred property companies turn positive year-on-year
- Premium rates at land auctions in core cities rebound
Invalidation conditions
- Nationwide housing prices continue to fall sharply
- More debt defaults among leading developers
Institutional disagreements
Whether current valuations have fully reflected downside risks
Different views
- JPMorgan believes the industry's current 0.44x P/B still has 17% downside room compared to the 0.36x trough; returning to trough valuations may not be reasonable, but risks have not been fully released
- Some long-term funds remain interested in buying during pullbacks in HK-listed stocks like New World Development, believing the weak share price is driven by expectation gaps and accounting recognition timing rather than disappearing profits
Opportunities and risks
Allocation to defensive property stocks with a high proportion of recurring income
Consensus opportunityDevelopment business margins are sharply compressed, while commercial operation and property management revenues are unaffected by delayed pre-sale funds, providing a profit buffer.
Potential beneficiaries
- CR Land
- CR Mixc
- KE Holdings
Risks
- Consumption downgrade leads to declining mall rents
- Shrinkage in second-hand home transaction volume
Indicators to watch
- Rental income from investment properties maintains stable growth
Related reports(2)
- China PropertyJPMorgan · 2026-09-13
- Mainland China/Hong Kong PropertyJPMorgan · 2026-09-13
Global macro, interest rate path, and cross-asset allocation rotation
3 Related reports
Key views
Goldman Sachs believes further rate hikes lack sufficient economic justification, as inflation exceeding targets is mainly due to fading one-off factors and the economy is not overheating. FOMC participants are expected to support one rate hike in 2026 by a majority of 10 to 8, but the risk of multiple hikes predicted by more participants is skewed to the upside. Goldman's own forecast is for one initial hike, followed by cuts in 9 and 12 of 2027, bringing the terminal rate to 3.25% to 3.5; its probability-weighted forecast is less hawkish than market pricing. Tariffs are expected to have pushed up commodity prices, making recent inflation broad-based, but future additional impacts are limited. PCE inflation in 2026 is forecast at 3.4%, core PCE at 3.2%, with both indicators falling to 2.2% in 2027. Real GDP growth rates are 2.0% in 2026, 2.2% in 2027, and 2.3% in 2028, with the unemployment rate at 4.2% before 2029.
Goldman Sachs raised its forecast for the 10-year UK gilt yield at end-2026 from 4.4% to 5.0%, simultaneously raising US Treasury and German Bund yield forecasts to 4.75% and 3.25%, respectively. A new forecast suggests the Bank of England will hike rates in 11, and a faster pace of hikes than priced in by the market is a key curve-flattening risk. The UK has the largest increase in term-weighted bond supply and the greatest restructuring of long-end demand, making the market highly sensitive to macro volatility. The budget at the end of 10 is the next major test. In G10, UK gilts have the highest sensitivity to energy prices and global interest rate changes. Despite selling pressure on UK gilts, swap spreads remain at their widest levels of the year, indicating no immediate supply pressure is evident.
Bank of America's 9 month broad sentiment indicator fell from 8.0 to 7.0, and the cash ratio of assets under management rose from 3.5% to 3.9%. 55% of respondents expect the economy not to land in the next 12 months, only 2% expect a hard landing, but stagflation expectations account for 50%. Global equity allocation decreased from net overweight 56% to 49%, and government bond underweight expanded to net underweight 48%, the lowest since 5 2022. Real estate allocation expanded from net underweight 7% to net underweight 21%. Disorderly rising bond yields replaced the AI bubble as the primary tail risk at 33%, with the net percentage expecting short-term rate increases reaching 36%, a new high since 9 2022. More respondents believe the Fed is behind the curve, with the percentage expecting a Fed hike before the 11 midterm elections rising from 22% to 41%.
In regional allocation, emerging market equity overweight increased from 34% to 38, the Eurozone shifted from net overweight 6% to net underweight 5%, and Japan shifted from net overweight 1% to net underweight 1%. US equity overweight slightly decreased from 27% to 25%, while UK equities remained deeply underweighted at net underweight 35%. By sector, bank overweight rose to 34%, insurance shifted from underweight 10% to overweight 3%, and healthcare overweight rose to 36%. Consumer staples underweight expanded to 33%, the largest underweight since 1 2004, and consumer discretionary underweight expanded to 21%. Long global semiconductors at 53% continues to be the most crowded trade; 42% of respondents believe AI hyperscaler capex is the most likely source of a systemic credit event, but 79% do not expect capex cuts in 2026. Suggested contrarian trades include long UK equities/short US equities, long consumer staples/short banks, and long small-caps/short large-caps.
Current market environment
The global macro environment features coexisting growth resilience and sticky inflation. Investor sentiment has cooled from extreme optimism, cash holdings have risen, and disorderly rising bond yields have replaced tech valuations as the primary tail risk. Policy paths for the Fed and the Bank of England face repricing, with funds flowing out of developed markets and rate-sensitive assets (such as real estate) and shifting to emerging markets and sectors with both yield and defensive attributes, such as financials and healthcare.
Future market changes
Unexpected Bank of England rate hike triggers front-end rate spike and curve flattening
Short-term
Triggers
- UK labor market data remains strong or the end-of-10 budget significantly increases FY2027 issuance
Transmission channels
- Bank of England implements rate hike in 11
- Front-end gilt yields rise rapidly
- Term premium compression leads to yield curve flattening
Indicators to watch
- 2-year UK gilt yield breaks through market expectations
- Swap spreads narrow
Invalidation conditions
- Labor market data weakens significantly or substantive progress is made on underlying inflation
Fed hikes rates first then begins a cutting cycle in 2027
Medium term
Triggers
- Tariff-driven commodity price effects fade, core PCE falls back to 2.2% along the forecast path
Transmission channels
- One rate hike completed in 2026 to address sticky inflation
- Rate cuts in 9 and 12 after inflation hits target in 2027
- Terminal rate stabilizes in the 3.25%-3.5% range
Indicators to watch
- Dot plot distribution converges toward Goldman's forecast
- Core PCE cools month-on-month for consecutive months
Invalidation conditions
- Signs of economic overheating or a second wave of inflation force multiple rate hikes
Institutional disagreements
Hawkish or dovish nature of the Fed's subsequent policy path
Different views
- Goldman Sachs believes further rate hikes lack economic justification, forecasting only one hike and cuts in 2027; its probability-weighted forecast is less hawkish than market pricing
- Bank of America survey shows an increase in respondents who believe the Fed is behind the curve, with the percentage expecting a hike before 11 rising to 41%; market pricing is more aggressive
Opportunities and risks
Contrarian pair trades under extreme positioning
Emerging opportunityUK equities are historically underweighted while US equities have high crowding; overweight and underweight positions in consumer staples and banks have reached extremes, offering great mean-reversion potential.
Potential beneficiaries
- UK large-cap stocks
- Consumer staples sector
- Small-cap stocks
Risks
- Deepening macro stagflation renders defensive strategies ineffective
- UK fiscal crisis intensifies
Indicators to watch
- Fund flow data shows net inflows into underweighted sectors
Related reports(3)
- FOMC RoundtableGoldman Sachs · 2026-09-14
- Global Fund Manager SurveyBank of America · BofA Global Research · 2026-09-15
- Global Rates Notes: Revising Gilt Yield Forecasts HigherGoldman Sachs · 2026-09-14
China Equity Strategy: Anti-Involution Main Theme and AI Supply Chain
2 Related reports
Key views
JPMorgan maintains an overweight stance on Chinese equities, setting year-end targets of 100 for MXCN and 5,200 for CSI-300, supported by consensus EPS year-on-year growth of 14% and 25%, respectively. However, short-term headwinds include tightening monetary policy, deteriorating Asian QMI cycle indicators, risk aversion ahead of US midterm elections, and unfavorable seasonality, which may make the second-half rebound path tortuous. Low expectations for the Trump-Xi summit on 24 9 can buffer downside risks; the base case expects limited trade and AI governance dialogue rather than a comprehensive agreement.
Anti-involution actions have produced significant differentiation: logistics, chemicals, coal, and battery materials have entered the quadrant of rising capex and destocking, exhibiting a combination of revenue growth and margin recovery. The logistics industry benefits from policy-guided price coordination and capacity upgrades; STO Express 1H26 net profit was approximately RMB10 hundred million, up 128.3% year-on-year, and J&T Express is listed as the top pick in the industry. Chemical and refining industries are driven by geopolitical disruptions and supply-demand recovery; Rongsheng Petrochemical's first-half profit grew 749% year-on-year, and Wanhua Chemical's net profit grew 64% year-on-year. Conversely, autos, baijiu, and photovoltaics remain in the quadrant of falling capex and restocking, facing fierce competition, low capacity utilization, or high inventory pressure.
AI remains a primary growth theme and outperformed the broader market in 2Q26 financial results; JPMorgan favors domestic AI supply chain companies such as Iluvatar CoreX, V-Test, JCET, AMEC, and NAURA. However, Tigermed's AI-related spending this year is expected to be approximately RMB2 hundred million, far higher than last year's approximately RMB5000 ten thousand; management-claimed efficiency gains have not yet been validated for their hedging effect within a full budget cycle, constituting actual margin pressure. Tigermed 1H26 new orders grew 30% year-on-year and non-GAAP profit grew 31.8%, but fair value losses on the investment portfolio led to a reported net loss of RMB4.132 hundred million; based on this, JPMorgan maintains an Underweight rating for A-shares and Neutral for H-shares. Dec-27 target prices were raised to RMB44 and HK$44, respectively, but the current 37x FY27E P/E requires near-flawless execution.
Increasing industry-specific trade safeguards, anti-dumping, and countervailing investigations in Europe, South America, and Southeast Asia may limit Chinese companies' overseas expansion and depress P/E ratios. MXCN's overseas revenue exposure rose to 18% in 1H26, reaching as high as 56% in the IT sector, putting valuation pressure on export-oriented companies.
Current market environment
The Chinese equity market is operating along the dual main themes of "anti-involution" and "AI supply chain." Improved supply-side discipline has already translated into strong profit recovery in the logistics and chemical sectors, while overcapacity industries are still bottoming out. The AI theme continues to outperform financially, but AI investments by some companies have not yet proven economic viability. Increasing external trade barriers are exerting valuation pressure on tech sectors with high overseas revenue exposure.
Future market changes
Anti-involution policies push more industries into the destocking and profit recovery quadrant
Medium term
Triggers
- Strict enforcement of industry self-discipline rules
- Accelerated clearance of backward capacity
Transmission channels
- Price wars subside, driving gross margin recovery
- Capex shifts toward high-quality capacity expansion
- Improved corporate free cash flow and re-rating of valuation multiples
Indicators to watch
- PPI turns positive year-on-year
- Decline in inventory turnover days for relevant industries
Invalidation conditions
- Local protectionism causes stagnation in capacity clearance
- Cliff-like drop on the demand side
Institutional disagreements
Short-term financial impact of CRO companies' AI investments
Different views
- Tigermed management believes AI will improve efficiency and hedge cost pressures; new orders and non-GAAP profit both achieved over 30% growth
- JPMorgan points out that AI spending surged fourfold but efficiency gains have not been validated within a full budget cycle, and investment portfolio losses mask operational improvements; there is limited room for error at high valuations
Opportunities and risks
Margin expansion in logistics and chemical sectors
Consensus opportunityPolicy-guided price floors and industry self-discipline have been directly reflected in 1H26 financial reports, establishing a profit inflection point.
Potential beneficiaries
- J&T Express
- STO Express
- Rongsheng Petrochemical
- Wanhua Chemical
Risks
- Macroeconomic slowdown leads to insufficient aggregate demand
- Overseas anti-dumping investigations affect chemical product exports
Indicators to watch
- Revenue per ticket or product spreads continue to improve month-on-month
Related reports(2)
- China Equity Strategy: Dual tracks of anti-involution: Destocking winners vs exporters caught in trade relation uncertaintiesJPMorgan · 2026-09-14
- TigermedJPMorgan · 2026-09-14
AI network equipment and enterprise-level deployment expansion
2 Related reports
Key views
Goldman Sachs believes AI-driven network demand is a core industry theme; Cisco noted that agentic AI increases network bandwidth consumption by 5 times and maintained guidance for mid-point revenue growth of 15% in FY2027. Dell described AI adoption as the early stage of a multi-year infrastructure curve, having secured over 6,500 AI Factory customers; HPE cited a 35 hundred million USD enterprise inference order. Penguin Solutions is expanding its model to cover AI Factory systems, ClusterWareAI, and managed services, supported by 3 to 5-year contracts for recurring revenue. AI demand is spreading from hyperscalers to enterprise and sovereign markets.
Hardware margin performance is divergent: Arista maintained its FY2026 gross margin guidance of 62% to 64%, benefiting from price increases and supply chain efficiency; however, Cisco expects AI deployments with a high hardware mix to drag down product mix gross margins. Component shortages and inflation (especially memory and network chips) may depress gross margins or delay deployments, while white-box and Chinese supplier competition intensify price pressure. Goldman Sachs maintains Buy ratings on Arista, Axon, NetApp, Dell, HPE, Celestica, and Penguin Solutions; Neutral on Cisco, Ingram Micro, and F5; and Sell on HP, Super Micro, and Cricut.
Goldman Sachs notes that approximately 60% of Navan's customer support interactions are now autonomously resolved via AI agent Ava. Navan's new contract GBV grew 60% year-on-year to $40 hundred million, a quarterly record. Through the acquisition of BoomPop, it expanded its business from travel to meetings and events, a market representing approximately 30% of the total private travel and events opportunity. Navan differentiates itself from traditional competitors relying on human agents through proprietary data models (accounting for 50% of AI usage) and vendor agreements built over many years. Goldman Sachs maintains a Buy target price of $27 for Navan, using a fundamental value of 5.0x EV/Sales weighted at 85% and an M&A value of 8.0x EV/Sales weighted at 15%.
Current market environment
AI infrastructure investment is spilling over from hyperscalers to enterprise and sovereign markets, driving multiple-fold growth in network bandwidth consumption. However, margin dilution from increasing hardware mix, supply shortages of memory and network chips, and competition from white-box vendors are forcing network equipment makers to seek a balance between revenue expansion and earnings quality. Enterprise SaaS platforms (like Navan) have achieved extremely high automated resolution rates through AI agents, beginning to demonstrate operating leverage.
Future market changes
Enterprise and sovereign AI deployments drive transformation of network equipment makers' revenue structure
Medium term
Triggers
- Large enterprises complete initial pilots of AI inference clusters and begin scaled procurement
Transmission channels
- Rising share of enterprise-level orders
- Long-term service contracts increase recurring revenue
- Suppliers with end-to-end delivery capabilities gain valuation premiums
Indicators to watch
- Enterprise AI revenue growth at Dell and HPE exceeds cloud provider business
Invalidation conditions
- Enterprise IT budgets are significantly cut due to macro recession
Opportunities and risks
Network hardware leaders with pricing power and supply chain efficiency
Consensus opportunityAI deployments bring massive bandwidth demand, but not all manufacturers can maintain margins; Arista and others have maintained high gross margins through price increases and efficiency.
Potential beneficiaries
- Arista
- Dell
- HPE
- Celestica
Risks
- Memory and network chip shortages cause delivery delays
- Intensified white-box competition erodes market share
Indicators to watch
- Gross margin guidance maintained or raised
Related reports(2)
- Navan Inc. (NAVN): Communacopia + Technology 2026 — Key TakeawaysGoldman Sachs · 2026-09-13
- AMERICAS TECHNOLOGY: HARDWARE & NETWORKING Communacopia + Technology 2026—KeyTakeawaysGoldman Sachs · 2026-09-14
Semiconductor equipment and cloud capex expansion
1 Related reports
Key views
JPMorgan expects total capex from major cloud providers to rise from $4375.6 hundred million in 2025 to $8649.6 hundred million in 2026, $1.408 trillion in 2027, and $1.684 trillion in 2028. Total data center AI chips are expected to increase from 1032 ten-thousand units in 2025 to 3117.3 ten-thousand units in 2028, with a CAGR of 45% over the same period. This capex outlook constitutes the core input for demand forecasts for AI chips, memory, advanced packaging, and semiconductor production equipment.
Multi-layering, miniaturization, chiplets, and known-good-die requirements will expand demand for process control, inspection, packaging materials, and back-end equipment. Increased complexity in advanced packaging brings structural increments to niche areas such as X-ray metrology and dicing equipment. JPMorgan expects Tokyo Electron's FY3/27 revenue to reach ¥3.419 trillion and operating profit to reach ¥1.059 trillion; Advantest's FY3/27 operating profit to reach ¥9280 hundred million with a margin of 53%. For memory, Kioxia's FY3/27 revenue is expected to be ¥10.24 trillion, a significant increase from FY3/26, with SSD and Storage businesses driving rapid expansion in sales and profits. JPMorgan assigns Overweight to Kioxia, Tokyo Electron, and Advantest, but maintains Neutral on Disco and Underweight on Nikon.
Current market environment
AI capex from hyperscalers is in a phase of exponential expansion, directly driving capacity expansion demand for foundry, logic, and memory. The evolution of advanced packaging technologies (such as chiplets) has synchronously increased the complexity and value of semiconductor equipment, with Japanese SPE companies demonstrating strong earnings elasticity in this cycle. The NAND market is also experiencing a strong recovery driven by SSD demand.
Future market changes
Advanced packaging demand drives structural growth in inspection equipment
Medium term
Triggers
- Significant increase in penetration rate of Chiplet architecture in AI chips
Transmission channels
- Increased number of packaging layers raises defect rate risks
- Surge in demand for process control and X-ray inspection equipment
- Backlogs of relevant equipment makers hit record highs
Indicators to watch
- Increased share of advanced packaging-related revenue for equipment makers like Advantest and KLA
Invalidation conditions
- Rapid maturation of advanced packaging yields leads to lower-than-expected inspection demand
Opportunities and risks
Japanese semiconductor equipment and testing leaders
Consensus opportunityCloud capital expenditure doubling growth combined with increased advanced packaging complexity directly translates into high-margin orders for Tokyo Electron and Advantest.
Potential beneficiaries
- Tokyo Electron
- Advantest
- Kioxia
Risks
- Geopolitics leading to tightened export restrictions on China
- Unexpected slowdown in cloud vendor capital expenditure pace
Indicators to watch
- Quarterly book-to-bill ratio maintained above 1
Related reports(1)
- Technology – Semiconductor/Technical MaterialsJPMorgan · 2026-09-14
Malaysia data center infrastructure and utility bottlenecks
1 Related reports
Key views
Utilization of approximately 1.5 GW of operational data center capacity in Johor has risen to approximately 70%, a significant increase from approximately 50% a year ago, confirming real demand more reliably than project pipeline size. The Data Center Task Force has implemented a stricter approval framework, requiring projects to demonstrate off-takers, power and water commitments, and renewable energy plans, which is viewed as a positive screening mechanism rather than a cyclical suppressor. Johor currently accounts for approximately 70% of operational capacity, but as land and power tighten, latency-insensitive AI training workloads are expected to spill over to Selangor and Cyberjaya, gradually reducing Johor's share to approximately 65%.
Even after absorbing approximately 6 GW of data center load, system reserve margin is still expected to rise from approximately 28% in 2025 to approximately 31% in 2031, indicating sufficient generation capacity but making grid connection timing a key constraint. Self-generation is becoming a pathway for operators to bypass conventional grid connection waits, potentially accelerating approvals for uncommitted projects and forming a new private sector power capital expenditure pool. New data centers must procure 25% to 35% renewable energy electricity, with CRESS-related opportunities reaching up to RM60bn (US$15bn). Gamuda and YTL Power are considered best positioned to capture self-generation opportunities and provide integrated power, water, and renewable energy solutions, both rated Overweight. Tenaga is viewed as the preferred beneficiary and rated Overweight, but grid connection delays may postpone its power demand realization.
Water supply reserve margins in Johor and Selangor are approximately 16% and 12%, respectively; if water treatment plants are delayed by two years, these could drop to approximately 4% and below 1%, while funding for replacing approximately 39,000 km of aging pipelines is severely insufficient. Aging water distribution networks and funding gaps constitute multi-year physical constraints on data center expansion.
Current market environment
Malaysia's data center construction has shifted from speculative positioning to being driven by real demand, validated by the significant increase in utilization rates. However, physical infrastructure constraints are becoming prominent: although national overall generation capacity is ample, grid connection timing has become a bottleneck, prompting operators to turn to self-generation; meanwhile, severe aging and underfunding of water networks pose longer-term expansion obstacles. Stricter project approval mechanisms are filtering out low-quality projects, enhancing execution certainty for approved projects.
Future market changes
Self-generation and renewable energy compliance spawning new infrastructure capital expenditures
Medium term
Triggers
- Grid connection queue times continuing to extend
- CRESS policy mandating green power procurement for new data centers
Transmission channels
- Operators seeking off-grid or hybrid power solutions
- Integrated infrastructure companies securing integrated power, water, and green power orders
- Expansion of private sector power capital expenditure pool
Indicators to watch
- Companies like Gamuda and YTL Power securing data center captive power plant contracts
Invalidation conditions
- National grid significantly accelerating expansion to meet connection demands
Opportunities and risks
Integrated infrastructure providers offering integrated power, water, and green power solutions
Emerging opportunityGrid connection bottlenecks and mandatory green power ratio requirements mean single power supply cannot meet data center needs, giving companies with integrated capabilities a premium.
Potential beneficiaries
- Gamuda
- YTL Power
- Tenaga
Risks
- Aging water supply infrastructure causing project delays
- Policy approval standards further tightening
Indicators to watch
- Rising proportion of data center-related infrastructure orders in total orders
Related reports(1)
- ASEAN Data CentersJPMorgan · 2026-09-13
Nuclear power renaissance and uranium supply-demand fundamentals
1 Related reports
Key views
Goldman Sachs believes global optimism regarding nuclear power fundamentals is strengthening, but the upstream fuel chain remains the least clear part of investment and industry logic. Producers maintain production discipline and tend to reduce output, so structural uranium shortages may persist. Divergence between limited existing capacity and ramp-up of new supply provides floor support for uranium spot and long-term prices. In 8, U3O8 spot prices rose from approximately $87/lb to approximately $90/lb, and long-term prices rose from $94/lb to $96/lb, despite weak seasonal trading volumes. Prices remain firm even with spot trading volumes below historical levels, indicating that utility buying interest and supply security concerns are dominating pricing.
Following the announcement of frameworks for the US and South Korea to build 8 large nuclear reactors, interest in US large reactor development has increased, but comprehensive EPC and insurance products remain scarce. China added one to the global total of reactors under construction, while Kazakhstan, Russia, and others have clear EPC contracts or capacity expansion plans. Substantial progress in reactor construction across multiple countries further consolidates the long-term growth trend of global nuclear installed capacity. NexGen Energy has begun construction of the Rook I uranium project, expected to produce approximately 3000 ten thousand pounds of uranium annually after a four-year development period; Urenco is expanding its US enrichment facilities to increase capacity by nearly 50%. Capacity expansion at key mining and enrichment nodes is core to alleviating future fuel bottlenecks, but commissioning timing remains uncertain.
Current market environment
Global nuclear installed capacity is in an expansion phase driven by policies and cooperation frameworks, with substantial project progress in the US, South Korea, China, and other countries. However, there is a mismatch between downstream reactor construction momentum and upstream fuel supply: uranium producers maintaining discipline leads to structural shortages, keeping spot and long-term contract prices firm even in the off-season. Expansion of key mines and enrichment facilities is underway, but long commissioning cycles make it difficult to fully eliminate supply bottlenecks in the short term.
Future market changes
Commissioning of large uranium mines and enrichment capacity alleviating fuel bottlenecks
Long term
Triggers
- NexGen Rook I project completing four-year development on schedule
- Urenco US enrichment facility expansion reaching full capacity
Transmission channels
- Significant increase in global uranium supply
- Relief of upward pressure on spot prices
- Utility long-term contract signing costs trending toward stability
Indicators to watch
- Leap in global annual uranium production data
Invalidation conditions
- Project construction encountering environmental or engineering delays
- Geopolitics hindering cross-border fuel supply chains
Opportunities and risks
Upstream uranium mine and enrichment service providers
Consensus opportunityStructural shortages and utility concerns about supply security are pushing up uranium prices, and downstream reactor construction plans are massive.
Potential beneficiaries
- NexGen Energy
- Urenco
Risks
- Concentrated release of new supply causing price pullback
- Lack of comprehensive EPC and insurance products delaying reactor implementation
Indicators to watch
- Long-term contract prices continuously higher than spot prices
Related reports(1)
Reshaping of Chinese oncology drug clinical progress and compliance environment
3 Related reports
Key views
Akeso's ivonescimab HARMONi-2 updated data shows median overall survival of 30.8 months in the intention-to-treat population of first-line PD-L1 positive NSCLC, significantly superior to pembrolizumab's 22.6 months, with an OS hazard ratio of 0.73 (p=0.009). The OS hazard ratio for squamous cell patients is 0.65, and for patients with PD-L1 TPS of at least 50%, it is 0.58, enhancing confidence in the HARMONi-3 squamous cell cohort and the HARMONi-7 global Phase 3 trial. Based on a DCF model projecting free cash flow to 2034, JPMorgan maintains an Overweight rating and a target price of HK$125, with valuation reflecting expectations of AK104 China peak sales of approximately Rmb70 hundred million and AK112 ex-China exceeding US$50 hundred million. Nomura also emphasizes that progression-free survival advantage successfully translated into overall survival benefit, but warns that poor HARMONi-3 data, slower-than-expected sales growth, and clinical setbacks of other assets may hinder target price achievement.
Hansoh Pharma's HS-20093 achieved a median overall survival of 18.5 months in second-line SCLC, and MediLink's YL201 achieved 13.3 months, both with hazard ratios of 0.46. Both B7-H3 ADCs reached the primary endpoint of overall survival, validating the value of this target in Phase III SCLC studies and setting a new record. China's NMPA has accepted biological product license applications for HS-20093 and YL201, and their overseas rights have been licensed to GSK and Roche respectively, supporting the view that Chinese oncology assets are competitive at the global drug R&D frontier.
Nomura interviews show that marketing activities weakened after anti-corruption campaigns intensified, but recovered from 50% to 60% in 5 to 6 to normal levels of 70% to 80% in 7 to 8, aiding the recovery of oncology drug sales. Experts expect stricter drug promotion compliance requirements to become the new normal, potentially reducing sales expense ratios for pharmaceutical and biotech companies by 5 to 6 percentage points, directly improving profitability. Experts estimate biosimilar centralized procurement price cuts at approximately 60% to 80% to 90%, significantly stricter than Nomura's previous expectation of approximately 50%. Experts believe PD-1 inhibitors have matured with limited growth, while ADC drugs have higher potential; lung cancer and breast cancer drugs are the main areas of competition for major pharma companies. More multinational pharma companies will grant commercialization rights for mature drugs to local pharma companies in the future.
Current market environment
The Chinese oncology drug market is undergoing a dual reshuffle of clinical value and business environment. On one hand, innovative assets represented by Akeso's ivonescimab and multiple B7-H3 ADCs have demonstrated overall survival data superior to standard therapies in global registration trials and received licensing recognition from multinational pharma companies; on the other hand, normalized domestic anti-corruption efforts are reshaping marketing models, and although short-term activities have recovered, they will structurally drive down sales expense ratios in the long term. Meanwhile, biosimilar centralized procurement price cuts exceeded expectations, intensifying price pressure on mature products.
Future market changes
Compliance new normal driving structural improvement in pharma company profit margins
Medium term
Triggers
- Stricter drug promotion compliance requirements fully implemented
Transmission channels
- End of kickback sales model
- Sales expense ratio declining by 5-6 percentage points
- Passive expansion of core operating profit margin
Indicators to watch
- Significant decline in sales expense as a percentage of revenue in listed pharma company financial reports
Invalidation conditions
- Compliance regulation intensity relaxing again or companies turning to other implicit marketing methods
Institutional disagreements
Expected magnitude of biosimilar centralized procurement price cuts
Different views
- Interviewed experts estimate biosimilar centralized procurement price cuts at approximately 60% to 80-90%
- Nomura's previous model expected price cuts of approximately 50%
Opportunities and risks
ADC and bispecific antibody innovative drug companies with global competitiveness
Consensus opportunityHARMONi-2 OS data and breakthroughs in B7-H3 ADCs validate the global Best-in-class potential of Chinese innovative drugs, and overseas licensing provides non-dilutive funding.
Potential beneficiaries
- Akeso
- Hansoh Pharma
- MediLink
Risks
- Subsequent global Phase 3 trial failure
- Biosimilar centralized procurement price cuts impacting innovative drug pricing system
Indicators to watch
- FDA/NMPA acceptance of launch applications for key indications
- Milestone payments realized on schedule
Related reports(3)
- Oncology drugs sales expert call takeawaysNomura · 2026-09-14
- Akeso: Strong HARMONi-2 OS updates; Positive for HARMONi-3 and HARMONi-7JPMorgan · 2026-09-13
- Data readout of China assets in WCLC 2026 (1)Nomura · 2026-09-14
Reshaping enterprise software moats: AI agents and identity governance
4 Related reports
Key views
Bernstein points out that AI coding agents using project management LoB platforms directly consume less than 50% of tokens, taking less time to complete tasks with higher success rates. Early evidence refutes concerns that AI will bypass enterprise software, proving that existing LoB systems are efficient operating environments for agents rather than obstacles. Once organizations build effective agents around customized workflows, rebuilding them on other platforms will incur high and risky switching costs. Defensibility of collecting static data has declined, but proprietary dynamic operational data and workflow integration are forming a new data flywheel moat. Datadog's dynamic real-time data flywheel and product iteration speed are considered more important than traditional network effects.
SMB software, simple CRUD applications, and end-user productivity software face the greatest risk of disruption by AI-native entrants. ERP is considered the most protected enterprise application market, followed by HCM, while CRM has lower protection. The status as a core system of record gives vendors like SAP and Oracle stronger defensibility in the AI wave. Bernstein believes SAP and Microsoft are the most likely AI winners within its coverage.
Goldman Sachs reports that SailPoint management believes agentic AI is making identity governance strategically more important, as the scale and autonomy of non-human identities far exceed those of traditional users, requiring governance rather than simple authentication. Even before the proliferation of agentic AI, penetration of the core identity governance market remains low, and the company views its $8 hundred million AI target as a directional incremental opportunity. SailPoint considers cross-platform neutrality and deep permission modeling as competitive moats, believing Microsoft, ServiceNow, and Okta lack its integrated governance capabilities. The Agentic Acceleration program is expected to shorten migration projects that took months to weeks, and explores eliminating up to 90% of migration costs. Goldman Sachs maintains a Neutral rating and a 19 USD target price for 12 months, with valuation weighted by 85% fundamental value (6x EV/Sales) and 15% M&A value (10x EV/Sales).
Bernstein analyzes Capgemini, noting that AI will only change its investment logic when it changes what it sells; true Services-as-Software requires companies to be accountable for measurable outputs or business results. Traditional IT services profit through headcount, hours, and utilization, and AI can reduce personnel needed for coding, testing, and support, bringing risks of decreased billable workload and price pressure. The WNS acquisition adds business process knowledge, providing a bridge for the company to shift from a project-based business to recurring, outcome-oriented delivery. Generative AI and agentic AI accounted for approximately 15% of total orders in 2Q26, but orders are only leading indicators; gross margin, revenue per employee, and cash conversion are more meaningful than AI-labeled orders. Bernstein predicts Capgemini's gross margin will rise from 27.0% in 2025 to 27.4% in 2027, maintaining an Outperform rating, with target price lowered from €208 to €154. Enterprise AI orchestration may be a defensible role for integrators, as fragmented enterprise environments still require cross-platform architecture, governance, workflow coordination, and outcome accountability.
Goldman Sachs reports Empyrean has achieved full-process coverage in simulation, panel, and memory EDA fields, and is expanding into digital design, foundry, PCB, and advanced packaging tools through internal R&D, investment, and acquisitions. Management expects to achieve coverage of all EDA tool categories by the end of 2026 and plans to launch full-process digital design and foundry EDA tools by the end of 2027. 2Q26 revenue grew 16% year-on-year, higher than 10% in 1Q26, as major customer orders are recovering and spending by local memory and logic foundries is rising. Due to multi-year terms for previous GPU and CPU customer orders, digital design EDA growth in 2026 is expected to be moderate. Goldman Sachs maintains a Neutral rating and a Rmb125.00 target price for 12 months, based on applying a 45x multiple to 2029E EPS and discounting back to 2026E at a 11.5% cost of equity.
Current market environment
The rise of AI agents is profoundly reshaping the competitive landscape of enterprise software. For vendors like SAP and Microsoft that hold core system records, AI has not weakened but deepened customer lock-in effects, as proprietary dynamic data and workflow integration constitute a new data flywheel. In the IT services and consulting sector, traditional headcount-based billing models face deflationary pressure, with companies like Capgemini attempting to transition to an outcome-oriented Services-as-Software model through acquisitions and AI orchestration capabilities. Meanwhile, the surge in non-human identities has elevated the strategic importance of identity governance platforms like SailPoint.
Future market changes
IT service providers successfully transitioning to Services-as-Software model
Medium term
Triggers
- AI orchestration capabilities proven in actual projects to reduce delivery costs
- Customers accepting contract terms paying for business results
Transmission channels
- High-value modernization work filling the gap as low-value labor income shrinks
- Steady improvement in gross margin
- Increased proportion of recurring income driving valuation multiple re-rating
Indicators to watch
- Capgemini gross margin rising to 27.4% as forecast
- Significant improvement in organic free cash flow
Invalidation conditions
- Customers capturing AI productivity gains through price reductions before service providers change business models
- Restructuring costs far exceeding the expected €7 hundred million
Institutional disagreements
Short-term impact of AI on enterprise IT service business models
Different views
- Pure deflationary view holds that AI will directly reduce personnel needed for coding, testing, and support, bringing decreased billable workload and price pressure
- Bernstein believes business mix improvement will precede overall market expansion, with low-value income contraction during the difficult transition period being offset by high-value work, rather than immediate comprehensive collapse
Opportunities and risks
Leaders in system of record and identity governance in the AI era
Consensus opportunityProliferation of AI agents in enterprise systems has spawned entirely new governance needs, and dynamic data flywheels make existing ERP and identity platforms harder to replace.
Potential beneficiaries
- SAP
- Microsoft
- SailPoint
- Datadog
Risks
- Hyperscale cloud vendors absorbing more management capabilities weakening integrator roles
- AI-native startups achieving disruption in simple CRUD applications
Indicators to watch
- Rising proportion of non-human identity governance revenue
- ERP vendor cloud subscription revenue acceleration
Related reports(4)
- U.S. SMID-Cap and Global SoftwareBernstein · 2026-09-14
- Capgemini: Capgemini 3.0 - Beyond servicesBernstein · 2026-09-14
- Empyrean (301269.SZ): China AI Tour: Full-flow digital design/ Foundry EDA expansion; Rising spending from memory and logic foundry clients;Goldman Sachs · 2026-09-14
- SailPoint Inc. (SAIL): Communacopia + Technology 2026 — Key TakeawaysGoldman Sachs · 2026-09-13
Roblox user expansion, content ecosystem, and monetization upgrade
2 Related reports
Key views
Goldman Sachs and JPMorgan point out Roblox is focusing on the adult user group aged 18 and above, which accounts for approximately 80% of global gaming spend, and US adult users monetize at levels more than 50% higher than minor users. The platform is broadening experience boundaries by introducing diverse content formats such as 2D, 2.5D, 3D, and offline single-player, where 2D content accounts for approximately 33% of US gaming spend and is preferred by users aged 25 and above. Enriching content types helps attract adult players with different preferences, expanding the platform's serviceable market size.
The Roblox Everywhere initiative allows creators to publish standalone applications on mobile, PC, and consoles, with support for direct game access via the Chrome browser expected by the end of 2026, and offline single-player games planned for release in mid-2027. Breaking through the limitations of closed app ecosystems will significantly expand the platform's reach, supporting its long-term goal of reaching 10 hundred million daily active users. The optimization window for the recommendation algorithm has been extended from the first week to the first 28 days and beyond, aiming to balance retention, lifetime value, and monetization, while direct growth optimization measured by new player acquisition is currently being tested. However, management acknowledges that adjusting the recommendation algorithm to prioritize long-term player outcomes may negatively impact short-term monetization.
Since Build launched its alpha test in New Zealand, approximately 9,000 games have been produced, with about 71% of users having previously not used Roblox Studio, indicating that AI tools have effectively lowered the barrier to creation. The number of qualified and registered developers reached a record high of over 42,000 in the second quarter. Spending by Roblox Plus subscribers is up to 7 times that of non-Plus users, with engagement levels at 2.1 times higher. The platform plans to test pre-roll ads during game loading in the coming months, and 71 out of the top 100 games year-to-date have run sponsored experiences. Roblox Wallet will allow creators to earn revenue directly in real currency, supporting automatic payments on business days and cross-account transfers, with a launch scheduled for later in 2026 for independent creators aged 18 and above in the United States.
Regarding valuation, JPMorgan holds an incrementally positive view on Roblox's operating trajectory but maintains a Neutral rating, with the stock price at $45.50 as of 11 9, 2026. Goldman Sachs reiterated its Buy rating and maintained a 12-month target price of $60, implying upside potential of 31.9%, based on an equal-weighted combination of EV/Bookings multiples and a modified DCF framework.
Current market environment
Roblox is in a critical period of transformation from a teen-focused social platform to an all-age, multi-format gaming ecosystem. AI creation tools (such as Build) have significantly lowered development barriers, attracting a large number of non-traditional creators and driving registered developer numbers to an all-time high. Meanwhile, the platform is breaking down device barriers through Roblox Everywhere and building a multi-tiered monetization system using subscriptions (Roblox Plus) and upcoming advertising and creator wallet features. However, the algorithm's tilt toward long-term retention is placing pressure on short-term bookings.
Future market changes
Roblox Everywhere and offline single-player games drive DAU towards 10 hundred million
Long term
Triggers
- Direct access via Chrome browser launches by end of 2026
- Successful launch of offline single-player games in mid-2027
Transmission channels
- Reach expands beyond closed app store limitations
- Influx of adult users and non-traditional players
- DAU base expansion drives non-linear growth in advertising and subscription revenue
Indicators to watch
- Proportion of DAUs aged 18 and above continues to rise
- Surge in cross-platform standalone application downloads
Invalidation conditions
- Poor cross-platform porting experience leads to low retention rates
- Competitors launch more attractive UGC platforms
Institutional disagreements
Whether Roblox's current valuation fully reflects its long-term potential
Different views
- Goldman Sachs reiterates Buy rating and $60 target price, believing EV/Bookings and DCF frameworks support 31.9% upside potential
- Although JPMorgan holds an incrementally positive view on the operating trajectory, it maintains a Neutral rating based on the current stock price of $45.50, remaining cautious on valuation
Opportunities and risks
Release of ad inventory and increase in subscription ARPU
Emerging opportunityPre-roll ads are set to be tested soon, and Roblox Plus has proven it can boost spending by 7 times, as the platform transitions from single virtual item monetization to diversified recurring revenue.
Potential beneficiaries
- Roblox (RBLX)
Risks
- Ad loading impacts user experience
- Algorithm adjustments lead to slowing growth in short-term bookings
Indicators to watch
- Advertiser adoption rates and CPM levels
- Plus subscription penetration rate rises quarter over quarter
Related reports(2)
- RDC Access Takeaways: AI Infusion, Roblox Everywhere, Content Expansion, & Algo Optimizations Support Path Toward 1B DAUs & Improved MonetizationJPMorgan · 2026-09-13
- RobloX (RBLX)Goldman Sachs · 2026-09-13
Weak laptop ODM shipments and channel destocking
1 Related reports
Key views
Morgan Stanley noted that total shipments for the top five laptop ODMs in 8 2026 were 730 ten thousand units, down 11% month-on-month and 35% year-on-year, missing expectations by 19%. Channel partners and distributors had previously accumulated inventory, causing OEMs to slow sales to channels, which was the main reason for the below-expected shipments in 8. The end of pull-forward demand and accumulation of channel inventory led to ODM shipments significantly lower than expected, reflecting weak end-user demand.
Morgan Stanley cut its 3Q26 finished unit shipment forecast by 7% to 2540 ten thousand units and provided its first 4Q26 forecast of 2390 ten thousand units, expecting CY26 finished unit shipments for the top five Taiwan ODMs to be approximately 1.088 hundred million units, down 16% year-on-year. Continuous downward revisions to quarterly shipment forecasts and levels weaker than historical seasonality indicate that the industry faces overall downside pressure in the second half. Despite weak total shipments, Morgan Stanley still expects the laptop product mix to continue shifting towards higher-end, higher-margin models, which could partially offset the negative impact of shipment declines on profitability.
Current market environment
The personal computer market is experiencing a demand vacuum following earlier pull-forward buying. Accumulation of channel inventory has forced OEMs to significantly reduce their ordering pace to ODMs, leading to a rare double-digit drop in both month-on-month and year-on-year shipments in 8. Full-year shipment forecasts have been revised down to a level of 16% decline year-on-year, forcing the industry focus to shift from pursuing scale to relying on high-end product mix optimization to maintain profit margins.
Future market changes
Moderate recovery in orders after channel destocking is complete
Medium term
Triggers
- Channel inventory drops to healthy levels
- Windows update cycle or AI PC replacement wave substantively kicks off
Transmission channels
- OEMs resume placing replenishment orders with ODMs
- Quarterly shipments stop falling and recover month-on-month
- Increase in share of high-end models drives ASP higher
Indicators to watch
- ODM monthly shipments turn positive month-on-month
- Days of channel inventory turnover decrease
Invalidation conditions
- Macroeconomic recession causes corporate and individual IT spending freezes
- AI PCs fail to stimulate consumer willingness to upgrade
Related reports(1)
- Monthly Databook: Aug-26 Shipments -19% vs. MSe; Lowering 3Qe by 7%, Introducing 4Qe BuildsMorgan Stanley · 2026-09-14
Divergence in China's base metal inventories and pressure on the steel industry chain
1 Related reports
Key views
JPMorgan tracking shows that for the week ending 11 9, 2026, visible copper inventories in China decreased by 10 kt to 94 kt, with the destocking speed lower than historical seasonal trends, partly attributed to high copper prices suppressing physical buying. Visible aluminum inventories decreased by 19 kt in a single week to approximately 796 kt, continuing a destocking trend faster than historical levels since mid-5, returning within the five-year range. The opening of export arbitrage windows drove a significant drop in zinc inventories, but total inventories of 218 kt remain at the highest level since 2022; JPMorgan expects continued outflows could push zinc prices down to approximately $3,500/t by year-end. The US government has not yet decided whether to impose tariffs on refined copper imports; LME copper prices fell by approximately 4% intraday at one point, but JPMorgan still expects the US to implement copper import tariffs.
China's weekly steel production decreased by 7.4% year-on-year to 7.94 Mt, apparent consumption decreased by 3.7% year-on-year to 8.12 Mt, and average losses for steel mills expanded to over RMB600/t. Freight costs for bulk iron ore from Brazil to China rose to $42.4/t; higher freight costs may further depress realized FOB prices for miners. Rising freight costs combined with coking coal costs increasing by over 30% in two months are squeezing profits in the steel industry chain from both sides.
Current market environment
China's base metal market exhibits significant divergence: aluminum destocking trends are strong and have returned to the five-year normal range, while copper destocking has slowed due to high prices suppressing demand, and although zinc sees outflows, absolute inventories remain at high levels. The steel industry chain faces a severe profitability crisis, where production contraction cannot offset the two-way squeeze caused by soaring coking coal costs and rising sea freight, leaving steel mills in deep losses. Additionally, the uncertainty surrounding US refined copper tariff policies has exacerbated short-term volatility in copper prices.
Future market changes
US implementation of refined copper import tariffs triggers trade flow restructuring
Short-term
Triggers
- US government officially announces tariffs on refined copper
Transmission channels
- Increased copper supply in non-US regions
- LME copper prices face downward pressure (opening approximately $12,000/t downside space in a no-tariff scenario)
- Changes in China's copper import arbitrage window
Indicators to watch
- US customs policy announcements
- Abnormal widening of COMEX-LME copper price spread
Invalidation conditions
- US government finally decides to exempt refined copper tariffs
Related reports(1)
- China Metals Activity TrackerJPMorgan · 2026-09-14
Cruise industry pricing divergence and fuel cost shock
1 Related reports
Key views
Bernstein noted that European cruise pricing in 9 returned to mid-single-digit declines, while Caribbean prices remained roughly flat year-on-year. Regional divergence indicates uneven recovery in cruise demand, with ongoing geopolitical tensions in Europe continuing to suppress local pricing power. RCL's like-for-like listed prices in 9 decreased by 1.3% year-on-year, and by 2.9% excluding the impact of the new ship portfolio, confirming that the pricing inflection point in 8 did not extend to 9, with the Royal Caribbean brand remaining the primary source of weakness. Affected by low river water levels in Europe, Viking's listed prices for the Rhine and Danube from 7 to 8 2027 decreased by 1.5% to 3.5% compared to early 7. Despite weak pricing, approximately 5% of Rhine and 6% of Danube capacity for the third quarter of 2027 has been sold since early 7, indicating underlying booking demand still exists.
MGO prices have risen by approximately 40% since Carnival last provided guidance, and the company has not hedged fuel, facing the largest fuel cost headwind, which could materially compress its margins and affect upcoming earnings guidance. With hedges and higher margins, RCL's sensitivity to oil price changes is about one-quarter that of Carnival, translating its financial hedging strategy into a significant relative competitive advantage during fuel inflation cycles. Bernstein maintains Outperform ratings for Viking and Royal Caribbean, and Market Perform ratings for Carnival and Norwegian.
Current market environment
The global cruise industry is facing a dual squeeze of regional demand divergence and soaring fuel costs. European routes see continued pricing weakness due to geopolitical factors and low river water levels, while the Caribbean remains relatively stable. More severely, the sharp rise in marine gas oil (MGO) prices is disproportionately penalizing unhedged operators (such as Carnival), while companies with hedging mechanisms and high margin bases (such as RCL) demonstrate stronger risk resistance.
Future market changes
Margins of unhedged cruise operators severely eroded by fuel costs
Short-term
Triggers
- MGO prices remain high or continue to rise
- Unhedged companies like Carnival issue next quarter earnings guidance
Transmission channels
- Fuel expenditure as a proportion of operating costs surges
- EBITDA margins significantly below market expectations
- Stock prices under pressure due to earnings warnings
Indicators to watch
- Carnival cuts full-year EPS or margin guidance
Invalidation conditions
- International oil prices rapidly fall below hedging cost lines
Related reports(1)
- Cruise: EU Ocean & River softness (September price tracker)Bernstein · 2026-09-14
Slowing demand and competitive landscape in China's beer industry
1 Related reports
Key views
Bernstein noted that total beer sales in China in 8 2026 decreased by 4% year-on-year, worsening further from the 2% decline in 7, primarily driven by the expansion of declines in the non-on-premise channel to 5%. Broad declines appeared across almost all provinces and price bands, but Guangdong grew against the trend by 9%, becoming the strongest performing major province, while Shandong declined by 17%, dragging down the industry. A comprehensive slowdown in demand during the summer consumption peak indicates significant macro headwinds for Chinese mass consumer goods.
CRBeer's sales in 8 increased by 1% year-on-year; although significantly slower than previous months, it maintained positive growth and gained market share against the backdrop of industry contraction. Regression analysis based on BigOne sales data suggests CRBeer's third quarter revenue growth is expected to be approximately 1%. Bud China's sales in 8 decreased by 12% year-on-year, with both food service and non-on-premise channels declining by 12%; it performed the weakest among all major brewers with accelerating share loss, and regression analysis predicts its third quarter revenue could drop significantly by approximately 12%, though 9 faces an unusually easy comparison base. Tsingtao's sales in 8 decreased by 4% year-on-year, with a plunge of 22% in food service sales in its core market of Shandong constituting the main pressure point. Bernstein maintains a HK$7 target price and Market Perform rating for Bud APAC, maintains a HK$24 target price for CRBeer, and assigns an Outperform rating and HK$47 target price to Tsingtao H-shares.
Current market environment
China's beer industry experienced a rare across-the-board demand contraction in all channels and price bands during the traditional summer peak, reflecting the weakness of the macro consumption environment. However, against the backdrop of overall industry decline, the competitive landscape is accelerating differentiation: CRBeer demonstrates strong resilience through its premiumization strategy and regional layout, being the only top brewer maintaining positive growth; Bud China suffered double-digit declines across all channels with the most severe share loss; and Tsingtao is under pressure due to deep shrinkage in its home base market of Shandong.
Future market changes
Low base effects bring marginal improvement in year-on-year data but do not change fundamental weakness
Short-term
Triggers
- 9 and the fourth quarter enter a period of extremely low sales base compared to the same period last year
Transmission channels
- Year-on-year declines for major brewers narrow or turn positive
- Temporary repair in market sentiment
- But actual sales volumes and consumption momentum show no substantive reversal
Indicators to watch
- Bud China's year-on-year sales decline in 9 narrows significantly
Invalidation conditions
- Macro stimulus policies trigger substantive recovery in mass consumption