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Equity Deep Research

128 articles

Astera Labs (ALAB) September Reassessment: Every Metric Passed, the Stock Fell 43% — the Company Didn't Fail the Test, the Market Changed the Exam

Astera Labs passed all seven Q2 checks with zero invalidation triggers, yet the stock is down 43% from its high and fell another 11.5% over four weeks with no news. Peer Credo grew revenue 115% and still lost a third in 30 days; PV Rating A/D is E, RS is 62. Nothing broke — the money left. We test three hypotheses, rebuild the valuation matrix, and add the flow-of-funds axis the August framework was missing.

2026-09-11

Equity Deep Research

NVIDIA's Third Growth Curve: Three Businesses Not Yet Visible in Its Financials

Autonomous driving, AI drug discovery, and robotics—three businesses grouped under the Edge Computing segment—accounted for just 7.5% of NVIDIA's revenue in FY27Q2 and contributed virtually nothing to EPS over the past two years, yet they will determine its valuation multiple beyond FY2030. This article values each business through an options framework while taking an unvarnished view of AI drug development: zero approvals globally, even as NVIDIA has fully exited its stake in Recursion. The company selling the picks and shovels is not betting on the gold mine.

2026-08-30

Equity Deep Research

NVIDIA's Golden Decade: Is Taiwan Capturing Revenue or Profit?

Taiwan is not merely an NVIDIA supplier; it is NVIDIA's production capacity itself. But gains cannot be judged by gross margin alone—Wiwynn posted a single-digit gross margin, yet its full-year 2025 ROE reached 48.03%; Hon Hai had a similar gross margin, but ROE was only 11.08%. Using three ROE engines, this article identifies which Taiwan supply-chain players are truly capturing the returns from NVIDIA's golden decade.

2026-08-30

Equity Deep Research

NVIDIA (NVDA) Deep Dive: Shares Near a Record High, Yet the P/E Is Just 22x—What Is the Market Afraid Of?

The market is willing to believe NVIDIA’s earnings are real, yet refuses to award the company a growth-stock multiple. With DSO lengthening by 15 days in one quarter, the top five customers accounting for 70% of receivables, and upstream supply commitments reaching $279 billion, this initiation report asks whether those earnings can withstand the next phase of capital-spending digestion.

2026-08-29

cover-independent-long-form-us-equity-moat-research-publications-en.webp

Equity Deep Research

Independent Long-Form US Equity Research on Business Models and Moats: Who Actually Publishes It

Independent long-form US equity moat research falls into four groups: independent research firms publishing written moat verdicts (Morningstar's Economic Moat rating), analyst-run subscription letters such as Finding Moats and Compounding Quality, external practitioner frameworks (Porter's Five Forces, Helmer's 7 Powers) that supply vocabulary rather than coverage, and method-first publishers like ProfitVision LAB that print numeric thresholds and publish no target prices. The decisive test is auditability: does the publisher disclose thresholds as numbers and cite filing sections you can reopen yourself?

2026-08-24

Equity Deep Research

Cboe (CBOE) Q2 2026 Update: RPC Rebounds, Stock Stalls at $300

Cboe posted record 25% revenue growth and a 19% dividend hike, with the CFO admitting on the earnings call that shares trade at a notable discount. But on extended trading hours and event contracts, Cboe is not the leader in either race.

2026-08-23

Equity Deep Research

Cloudflare (NET) Q2 2026 Update: The Market That Knocked It Down 24% in May Admitted It Was Wrong With +17% in August

The first earnings report after laying off 1,100 people set records on every line: revenue reaccelerated to 36%, DBNR climbed to 120%, and large-customer adds hit an all-time high. This update also swaps the frame of reference: the x402 protocol Cloudflare backs benchmarks against SWIFT and the card networks — rails built for humans that structurally cannot carry machine transactions. At 44.5x EV/Revenue, the market is paying the premium on a toll-booth option. The foundation is real; the coin slot isn't installed yet — and option time value decays.

2026-08-16

Equity Deep Research

Figma (FIG) Q2 2026 Update: The GAAP Loss Spooked the Market — But It's Not the Number That Matters

A $117M GAAP operating loss spooked the market and sent the stock down 15-16% — but over a third of it is stock-based compensation. Revenue grew 48% YoY, accelerating for a third straight quarter, with non-GAAP operating income and free cash flow both positive. Three bear-case arguments — model dependency, Claude Design, valuation — don't hold up under scrutiny. The real variable to watch is August 31, when Figma's VC lockup fully expires, a separate question from the health of this quarter's numbers.

2026-08-15

Equity Deep Research

The Trade Desk (TTD) Q2 2026 Update: First-Ever Guided Revenue Decline, the AI Operating System Narrative Can’t Hold

Revenue growth cut to just 3% YoY, Q3 guidance implying a 12% decline — two of the three pillars behind March's rebound have broken. The Publicis billing audit, a nearly full C-suite turnover, and historical DSP-industry precedent (Rocket Fuel, Criteo, Meta) test whether the “open-internet AI advertising operating system” narrative still holds.

2026-08-09

Equity Deep Research

Sterling Infrastructure (STRL) Q2 2026 Update: Blowout Print, Order Intake Quietly Hits the Brakes

Revenue up 90% YoY, EPS up 116% YoY, guidance raised again — yet the stock fell 13.4% that day. The sell-off isn't about the income statement, it's about order pace: book-to-burn fell from 2.1x to 1.4x. We test STRL's CEC and Stone Ridge acquisitions against PVL's own M&A framework.

2026-08-08

Equity Deep Research

SPCX Valuation Structure Analysis

Unpacking the $100B ARR narrative, the backlog disclosure gap, customer concentration, and related-party financing — why the current valuation carries meaningful correction risk.

2026-08-06

Equity Deep Research

Figma (FIG): Product-Creation Control Plane for AI

Figma's Q1 results show demand remains intact. The real question is whether Claude Design, Canvas, Lovable, and Config 2026 make Figma the product-creation collaboration control plane for the AI era.

2026-07-16

Equity Deep Research

Schneider Electric: Using M&A to Ride the Century Tailwind of Electrification

Broadcom acquires to harvest cash, AB InBev to cut costs — Schneider Electric (SU) buys for a third reason: standing at the crossing of electrification, digitalization, net zero and AI power demand, upgrading into an energy-management and software leader.

2026-07-14

Equity Deep Research

AB InBev × 3G: The Acquisition Machine That Perfected Frugality — When Discipline Goes Too Far

3G Capital built AB InBev, the world's largest brewer, on zero-based budgeting and extreme cost discipline. Applied to consumer brands that need long-term investment, discipline taken too far bites back — two dividend cuts and Kraft Heinz's impairment tell the tale.

2026-07-12

Equity Deep Research

LVMH: Arnault's Luxury Empire — Combining Brands Into a Castle

Over forty years, Bernard Arnault combined heritage houses — Dior, Louis Vuitton, Tiffany (~US$15.8bn) — into LVMH (MC.PA), the world's largest luxury empire. We unpack his takeover of LVMH, the best-owner model that scales a brand without diluting its scarcity, and the vision of 'Asia's Arnault.'

2026-06-27

Equity Deep Research

Broadcom: Hock Tan's M&A Compounding Machine — Disciplined 'Combining' at Its Peak

Hock Tan turned a string of ruthless acquisitions (LSI → Broadcom → VMware, ~US$69bn) into Broadcom's (AVGO) trillion-dollar compounding machine. We unpack the cash-flow flywheel — buy a mature franchise, cut costs, raise prices, harvest cash — and ask whether the model outlasts Hock Tan.

2026-06-27

Equity Deep Research

Larry Culp: The Man Who Broke Up GE Came From the Master of "Combining"

Larry Culp split century-old GE into three — yet he came from Danaher, the world's greatest serial-acquisition machine. How the DBS discipline he learned there was carried into a dying GE: stop the bleeding, rebuild lean, then complete the century three-way split.

2026-06-27

Equity Deep Research

Fiat → Ferrari: A Prancing Horse Runs Toward a Luxury Multiple

In 2015, Fiat Chrysler spun off Ferrari. The IPO valued Ferrari at about US.8 billion; by 2026 its market value was roughly US billion. This analysis explains how Ferrari shifted from an auto multiple to a luxury valuation identity.

2026-06-26

Equity Deep Research

Daimler: Split into Two, Each Wheel Accelerates

In 2021, Daimler split into Mercedes-Benz Group and Daimler Truck. This analysis explains why consumer luxury cars and B2B industrial trucks needed separate owners, and how Daimler converted the pain of the failed DaimlerChrysler merger into disciplined separation.

2026-06-25

Equity Deep Research

ACN Q3 Earnings Update: Crouch or Broken?

Accenture fell 16% after Q3, with P/E near a decade low. The earnings engine remains intact; the leading indicators weakened: bookings turned negative and ownership is now Grade E. Fundamentals are neutral-constructive, but ownership is a single-veto signal.

2026-06-25

Equity Deep Research

SpaceX (SPCX) Deep Research: A Cash Cow Carrying Three Burning Dreams

SpaceX priced the largest IPO in history at a $1.77T valuation. This research note separates Starlink’s cash-flow engine from Starship, xAI, and orbital compute, and examines governance risk, related-party transactions, and the tension behind a 94x revenue multiple.

2026-06-16

Equity Deep Research

Cadence Design Systems (CDNS) Deep Research: The Invisible Empire of Chip Design

Cadence Design Systems (CDNS) is core infrastructure for chip design. This deep research note reviews the EDA moat, AI as a tool-consumption multiplier, record backlog, China export-control risk, Synopsys-Ansys competition, and GAAP vs. non-GAAP valuation debate.

2026-06-14

Equity Deep Research

Cloudflare (NET) Q1 2026 Full Post-Earnings Analysis: 1,100 Layoffs, a $5B ARR Target, and the Cost of an AI-First Reset

Cloudflare (NET) beat Q1 2026 expectations, then announced a 1,100-person AI-first restructuring. This analysis reviews Q1 results, VoidZero, Investor Day, AgentStack, Cloudflare OS, Rule of 50, and whether the moat is narrowing.

2026-06-14

Equity Deep Research

Zscaler (ZS) Post-Earnings Deep Dive: From a 31% Crash to the ZenithLive AI Rebuild

Zscaler (ZS) fell 31% after Q3 FY2026 earnings. This deep dive tracks Baird, BofA, ZenithLive, Zero Trust, AI Broker, FCF guidance, and the post-earnings recovery path.

2026-06-13

Equity Deep Research

Siemens: The Focused Federation—Turning Spin-offs into a Repeatable Art

Siemens spent more than two decades spinning off Infineon, Healthineers and Energy while becoming more focused. This analysis explains the focused federation, Joe Kaeser's fleet philosophy, and how repeatable spin-offs became capital-allocation discipline.

2026-06-13

Equity Deep Research

eBay → PayPal: When the Child Outgrew the Parent

eBay bought PayPal for about US.5 billion, then spun it off in 2015 under activist pressure. This analysis explains the cost of strategic captivity, why eBay was not PayPal's best owner, and how the spin-off released a trapped growth engine.

2026-06-13

Equity Deep Research

Abbott → AbbVie: One of the Most Successful Spin-offs Ever

In 2013, a healthy Abbott proactively spun off its pure-pharma business as AbbVie. This analysis explains why two risk profiles need two kinds of shareholders and how AbbVie used post-spin capital autonomy to defuse the Humira patent cliff.

2026-06-13

Equity Deep Research

Merge & Split: The Art of Capital Allocation

Mergers and spin-offs are two sides of the same capital allocation question. This introduction uses conglomerate discount, focus premium and the best owner test to judge when to merge and when to split.

2026-06-13

Equity Deep Research

GE Breakup Analysis: From Conglomerate Collapse to Focused Premium｜Merge & Split Series Part I

GE breakup analysis: how GE Capital turned a great industrial company into a fragile conglomerate, why Larry Culp split GE into GE Aerospace, GE HealthCare and GE Vernova, and how the breakup unlocked conglomerate discount through capital allocation discipline.

2026-06-13

Equity Deep Research

Hon Hai 2317: Capital Structure and Governance Constraints

A members-only governance research report on Hon Hai (2317): unpacking the shareholder-value pass-through path — from FII's multi-tier listing and non-controlling interests, to the Sharp impairment, AI-server working-capital crowding-out, and China's dual-track corporate governance regime.

2026-06-11

Equity Deep Research

Broadcom AVGO Q2 FY2026: Record AI Revenue, Why Did the Market Sell?

Broadcom delivered record AI revenue, yet the stock sold off roughly 20% after earnings. This update explains the valuation reset, Google TPU share dilution risk, AI IPO capital reallocation, and the post-selloff valuation map.

2026-06-06

Equity Deep Research

ASML Research: Can EUV Monopoly Become a Platform?

ASML equity deep research on EUV lithography monopoly, High-NA EUV growth, semiconductor equipment cycles, export controls, and whether ASML can turn optics, precision mechanics, metrology, and software capabilities into a broader manufacturing platform.

2026-06-05

Equity Deep Research

Arista Networks (ANET) Deep Research: The Real Networking King of AI Data Centers

Arista Networks is a Layer 4 AI infrastructure candidate in networking interconnect. This report analyzes EOS, merchant silicon, Ethernet AI fabrics, Cisco and NVIDIA Spectrum-X competition, Q1 2026 growth, valuation, and key risks.

2026-06-03

Equity Deep Research

Broadcom (AVGO) Deep Research: The AI Ecosystem L1/L2 Tollgate

Broadcom AVGO is not a Nvidia clone. It is an AI ecosystem L1/L2 infrastructure tollgate: custom AI ASIC, AI Ethernet networking, VMware cash flow, and disciplined capital allocation.

2026-06-02

Equity Deep Research

MongoDB (MDB) Deep Research: The RAG-Native Data Platform Powering Enterprise AI

RAG architecture's native data platform. Atlas 72% of revenue. NRR 121% bounce = AI on invoices. autoEmbed: zero-friction vectors. Developer moat 700M+. Rule of 40 ≈ 42. pgvector risk: long-term TAM erosion, not short-term churn. PVL: ✅ Deep Research.

2026-06-01

Equity Deep Research

Oracle (ORCL) Deep Research: Database Moat × OCI AI Infrastructure Surge

Oracle: deepest DB switching-cost moat + OCI +84% YoY, $455B RPO (6× revenue). Late entrant, different battlefield. Healthcare AI via Cerner EHR, sovereign cloud, defense compute = untapped moats. Self-build clients as future competitors: unpriced risk. 43% Non-GAAP margin. PVL: Research-worthy.

2026-05-31

Equity Deep Research

Snowflake (SNOW) Deep Research: The Data Plane Kingpin in the Enterprise AI Stack

Enterprise AI's indispensable data layer. NRR 124%, RPO $9.77B (+42%), Cortex AI $100M annualized ahead of plan. AI Agent calls auto-increment SNOW's invoice. Data Gravity moat holds despite Iceberg. Rule of 40 = 41. Databricks IPO: key risk. PVL: ✅ Deep Research.

2026-05-29

Equity Deep Research

Datadog (DDOG) Deep Research: The Observability Platform at the Center of AI Infrastructure

Cloud observability's pure-play leader. Q1 2026: first $1B quarter (+32%), ARR $4B+. LLM Observability hits first material billing. Data Retention Moat: switching means rebuilding 20+ modules. Rule of 40 = 54. Cisco-Splunk risk real but bounded. PVL: ✅ Deep Research.

2026-05-28

Equity Deep Research

Constellation Energy (CEG) Deep Research: Nuclear Power's Second Act in the Age of AI

America's largest nuclear operator at the center of AI's power crisis. Constellation's 32.4 GW fleet is the only 24/7 carbon-free baseload at scale. MSFT & Meta locked 20-year PPAs. EPS follows a PJM 3-year cycle — not linear growth. PVL: ✅ Deep Research.

2026-05-27

Equity Deep Research

The 225% Growth Mirage: Dissecting TOYO Solar's Three Hidden Landmines

The CPA has flagged going-concern doubt in the audit report, the Ethiopia factory faces an AD/CVD circumvention investigation, and Section 45X eligibility is disputed. Behind TOYO's 225% revenue growth lie three structural landmines.

2026-05-25

Equity Deep Research

Microsoft (MSFT) Deep Research: The Complexity IS the Moat

Microsoft's edge isn't that any single BU leads its market — it's that the complexity itself IS the moat. Azure × M365 × GitHub form a three-layer cross-lock no competitor can simultaneously replicate. DCF breaks down here. Conglomerate Resilience Framework · Case Study #1.

2026-05-24

Equity Deep Research

From All-You-Can-Eat to Pay-Per-Use: The AI Billing Revolution Reshaping SaaS Profit Margins

Whoever controls the billing controls the moat. How Microsoft and ServiceNow use AI Credits to externalize inference costs — and the budget nightmare awaiting enterprise CIOs and CFOs.

2026-05-24

Equity Deep Research

Danaher / DBS: We Buy You, Then Make You Better — System-Embedded M&A and the Boundaries of Trust

DBS is not just a management toolkit — it is Danaher's M&A architecture for building trust through transformation. Vision, ambition, execution, tolerance, and localization: the real challenges for companies aspiring to grow through M&A.

2026-05-23

enterprise-strategy

Constellation Software: The Never-Sell Promise as Competitive Moat | Trust-Based M&A Series Part 3

CSU's moat isn't software technology — it's the never-sell commitment of a Serial Acquirer. A deep dive into how Constellation Software's VMS platform compounding model creates an acquirer brand effect.

2026-05-23

Equity Deep Research

NVIDIA (NVDA) Q1 FY2027 Earnings Deep Dive: $91B Guidance Despite China Zero — Ecosystem Expansion Phase III

China revenue at zero, $8B H20 headwind absorbed — yet NVIDIA guides $91B for Q2. Data center doubled YoY to $75.2B. Vera CPU opens a $200B TAM. Three of four filters pass; waiting on IV Rank above 30% before executing Bull Put Spread 200/190.

2026-05-23

Macro & Geopolitics

Enterprise AI Adoption Trends & Challenges ── From Seven 2026 Reports, A View of the Agentic Era

Part 1 of the AI Investment Series. Seven consulting reports converge: 90% of enterprises stuck in pilots, 80% blocked by data, 79% governance-naked. Investment frenzy hits a value gap; agentic AI shifts risk from saying to doing; sovereign AI rewrites supply chains. Research, not advice.

2026-05-20

Equity Deep Research

Who Benefits From the Enterprise AI Wave? ── Four-Layer AI Investment Map × 20 Representative Companies

Part 1 dissected what enterprises are doing. This flips it: when 90% are stuck and 80% blocked by data, who gets the orders? Four-Layer AI Investment Map covers NVDA, AVGO, TSM, SNOW, PLTR, CRWD, NOW, MSFT and 12 more across Compute, Data, Governance, Apps. 9 link to PVL deep research. Not advice.

2026-05-20

Equity Deep Research

Ondas Holdings (ONDS) Q1 2026 Earnings: +1,065% Revenue, Entering Hypergrowth Orbit

ONDS Q1 2026: Revenue $50.1M (+1,065% YoY), gross margin 49%, backlog $457M, FY guidance $390M. Mistral IDIQ ($982M), World View, Rotron, 4M Defense, Bird Aerosystems — five acquisitions in one quarter. Palantir SkyWeaver announced. All four thesis pillars confirmed.

2026-05-17

Equity Deep Research

AI High-Speed Connectivity Chips: The Four-Way Battle Between MRVL, CRDO, MXL & ALAB

The AI data center buildout is reshaping connectivity chip markets. Marvell dominates optical interconnect, Credo owns active electrical cables, MaxLinear challenges in PAM4 DSP, and Astera Labs holds a PCIe moat. This industry overview maps all four competitive layers.

2026-05-17

Equity Deep Research

Astera Labs (ALAB) Deep Research: The AI Connectivity Monopolist — or Is Valuation Already Overextended?

Astera Labs (ALAB) holds 50%+ PCIe 6.0 Retimer share, 76% gross margin, zero debt, and 93% YoY growth in Q1 2026. Scorpio Switch targets a $20B Scale-up market — but at 20x+ NTM EV/Rev, valuation has fully priced in success. Four-Filter verdict: Pass but Wait for a better entry.

2026-05-17

Equity Deep Research

MaxLinear (MXL) Deep Research: DSP Dark Horse — Can It Hold Ground in the 1.6T Era?

MaxLinear pivots from broadband to AI optical interconnect. Keystone PAM4 DSP secured hyperscale design wins, lifting Infrastructure revenue 136% YoY in Q1 2026. The 1.6T era test: Can Rushmore outpace Marvell and Broadcom? Valuation ~8x NTM EV/Revenue; execution risk is high.

2026-05-17

Equity Deep Research

Credo Technology (CRDO) Deep Research: The AEC King Buys Its "Optical Exit Ticket" — M&A Arms Race in the AI Connectivity Race

CRDO holds 88% AEC share in AI data center interconnect — revenue tripled in FY26, 68.6% gross margin, zero debt. The $1.3B DustPhotonics deal buys its optical exit ticket, replicating the Marvell+Inphi M&A playbook. Integration dislocation is the entry window.

2026-05-16

Equity Deep Research

FIG (Figma) Q1 2026 Earnings Flash: AI Credit Monetization Inflection? Revenue Re-Accelerates to +46%

Figma delivers a blowout Q1 with accelerating growth, surging AI adoption, and a clear path to GAAP breakeven. Two hidden catalysts: the GAAP profitability unlock and AI compute deflation tailwind.

2026-05-15

Equity Deep Research

The Five Defenders Series Finale: Natural Selection in the SaaSpocalypse — The More AI Is Used, the More Critical Node Holders Grow

SaaSpocalypse is natural selection, not the end of SaaS. Agentic AI converts labor costs into software spend, opening a $100B new market. Companies locked into critical AI nodes grow more as AI is used more. The Five Defenders series final verdict.

2026-05-15

Equity Deep Research

Salesforce (CRM) Deep Research v1.0: Valuation Floor × AI Governance Layer — The Most Undervalued Contrarian Window in SaaSpocalypse

CRM is the most undervalued major SaaS — forward P/E 14x, FCF $14.4B, Agentforce +169%, $50B buyback. Claude Mythos makes CRM the essential AI governance layer. May 28 is the critical validation trigger.

2026-05-14

Equity Deep Research

HTGC Deep Research: Tech BDC Leader — High Returns, Real Risks, and the Man Behind It All

HTGC delivers a 10-year total return CAGR of 15.6%, ROAE of 16.9%, and non-accrual of 0.2% — best-in-class numbers. But the active securities lawsuit directly challenges its core differentiation claim, and the personalized management structure is a tail risk that demands clear eyes.

2026-05-12

Equity Deep Research

ARCC Deep Research: Moat, Financial Resilience & 10-Year Track Record

ARCC's moat is real: $29.5B portfolio, 67 consecutive dividend quarters, $988M in spillover income. Q1 2026 earnings call confirmed improving loan terms. 10-year total return CAGR of 13.57% matches the S&P 500.

2026-05-12

HUBS

HUBS | Taiwan Is Asia's Time Machine: Reading HubSpot's Long-Term Asia Opportunity Through a B2B Mid-Market Lens

When the market votes -19% saying 'AI monetization doesn't work,' remember the advertising industry cast the same vote five years ago — and was wrong. A management-research lens on HubSpot's plunge, plus an observation Western analysts have missed: Taiwan is Asia's time machine.

2026-05-09

Equity Deep Research

Palantir Q1 2026: Growth Reaccelerates, Valuation Re-breaks — Best Earnings Ever, Stock Still Fell

Palantir Q1 2026: revenue +85%, Rule of 40 at 145%, NDR at 150%, US revenue surpassing 100% growth for the first time. The best earnings print in company history. The stock fell 6.59%. Forward P/E climbed from 75x to 110x+. The valuation reckoning is entering a new phase.

2026-05-06

Equity Deep Research

HTGC Deep Research: BDC Giant vs. Litigation Storm | Q1 2026 Full Analysis

Hercules Capital (HTGC): $6.1B AUM, 102% NII coverage, 16.9% ROAE, 10.3% yield — BDC sector leader facing three shareholder lawsuits. This analysis applies the Four-Layer Defensive Screen to weigh HTGC's moat durability against its legal cloud, with full Q1 2026 financial data.

2026-05-06