Research thesis · Refreshed daily
The thesis library
Every stock our engine has published a thesis for — ranked by conviction, with the full research one click away. Decisions and analysis update daily.
29 equities · ranked by conviction · latest run 2026-07-30 · updated daily
AllBuyWatchlistSkipped
| Company | Thesis | Surya Decision | Research | |
|---|---|---|---|---|
| 1 |  V Visa | Visa is a best-in-class payment-network oligopoly with a 60% ROE, 67% operating margin, and 48% FCF margin — a durable toll-booth franchise with pricing power and secular volume growth. Smart-money confirmation is Tier A: 10 funds holding with full persistence and cross-style value+growth alignment (Baupost, Akre, ValueAct, Coatue), signaling seasoned institutional conviction. At 32x P/E for a compounder of this quality the valuation is full but not extreme, and Financials sits neutral-to-favorable in a RISK_ON regime; the late-cycle credit caveat applies but Visa is a defensive-quality payment network explicitly exempted from the high-beta gate. TIER ANEUTRALNEUTRAL…more | BUY | Read Entire Thesis → |
| 2 |  GOOGL Alphabet | Alphabet is a durable, cash-generative franchise trading at a reasonable 16.9x earnings with a 48.7% ROE and 34% operating margins — quality at a valuation that leaves room to compound. Smart-money confirmation is Tier A: 16 funds hold with 14 persistent across ≥2 quarters and cross-style value+growth consensus (Berkshire, Pershing Square, Polen, Coatue), evidence conviction has survived multiple quarters. Communication Services is an OVERWEIGHT sector currently leading, and the stock is not stretched on entry. TIER ATAILWINDOVERWEIGHT…more | BUY | Read Entire Thesis → |
| 3 |  META Meta Platforms | META is a durable digital-advertising franchise with 33% ROE, 40.6% operating margin, and a reasonable 21.3x P/E — quality plus valuation both hold up at $585.61. Smart-money confirmation is Tier A: 13 funds hold, all with ≥2-quarter persistence, and there is genuine cross-style consensus (Pershing/Third Point value alongside Tiger/Coatue/Viking growth), the strongest positioning signal in the framework. Communication Services is an OVERWEIGHT sector and currently leading, giving macro alignment; the elevated P/FCF (58x) and the late-cycle credit caveat cap conviction rather than negate the thesis. TIER ATAILWINDOVERWEIGHT…more | BUY | Read Entire Thesis → |
| 4 |  AON Aon | AON reports earnings 2026-07-29 (1 trading day away) — a binary event that alone precludes a fresh entry; any position should wait until after the print. Fundamentals show a high-quality insurance-brokerage franchise (ROE 46%, op margin 36%, FCF margin 19%) at a reasonable P/E of 20 and smart-money Tier A confirmation (5-quarter persistence across 6 funds with value+growth cross-style consensus). However, with the print imminent, a recent Piper Sandler downgrade, and a stagflation commodity overlay (high oil + strong USD) that pressures multiples, the prudent move is to reassess post-earnings rather than chase a marginal BUY given the poor recent realized track record on high-conviction entries. TIER ANEUTRALNEUTRAL…more | SKIP | Read Entire Thesis → |
| 5 |  NFLX Netflix | Netflix is a durable streaming franchise with elite economics — 49.5% ROE, 52% FCF margin, 33% op margin — and at a P/E of 22 and P/FCF of 11.55 the valuation is unusually reasonable for a quality compounder. Smart-money confirmation is Tier A: 8 funds holding, all with ≥2-quarter persistence and rare value-plus-growth cross-style alignment (Eagle/Polen alongside Tiger Global/Coatue). However, Communication Services ranks 10 of 11 and is actively lagging (-3.1% composite), and the macro commodity overlay flags a stagflation tilt (high oil, strong USD) that is an equity headwind; the late-cycle credit caveat (HY OAS complacent) further argues for patience. TIER AHEADWINDOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 6 |  NVDA NVIDIA | NVDA is a premier AI-accelerator franchise with exceptional quality (ROE 114%, op margin 66%, ROA 53%) and Tier A smart-money confirmation — 9 funds holding, all persistent ≥4 quarters with rare cross-style value+growth alignment. However, two binding gates keep this off BUY: the late-cycle credit caveat (HY OAS complacent, flagged late-cycle warning) applies squarely to a semiconductor high-beta name, and the macro commodity overlay shows a stagflation tilt (high oil + strong USD) with Technology ranked 9 of 11 and lagging. At P/FCF of 103 the valuation embeds aggressive expectations, and with recent MT results showing high-conviction entries stopping out, discipline favors awaiting a pullback toward support rather than initiating at a stretched multiple into sector drag. TIER AHEADWINDOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 7 |  MSFT Microsoft | Microsoft is a durable, high-quality franchise (ROE 34%, op margin 46%, P/E 23) with Tier A smart-money confirmation — 11 funds holding, 12 persistent quarter-holds, and rare value+growth cross-style consensus including a new Pershing Square stake. However, two timing constraints override a fresh BUY: Technology is the single worst-ranked sector (11 of 11, composite -5.4%) creating near-term drag, and a stagflation commodity overlay (high oil, strong USD) is an equity headwind. Combined with the late-cycle credit caveat (HY OAS complacent, late-cycle warning) on a growth-multiple mega-cap, the prudent stance is to hold on the watchlist and reassess when the sector stabilizes or price pulls back to firmer support. TIER AHEADWINDOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 8 |  TSM Taiwan Semiconductor Manufacturing | TSMC is a top-tier quality franchise — 40% ROE, 60% operating margin, dominant leading-edge foundry share, and Tier A smart-money confirmation (12 funds holding, all persistent ≥2 quarters). However, the macro overlay is contradictory: a stagflation tilt (high oil, strong USD) is a direct headwind for a capital-intensive exporter with USD-priced global demand, and the Technology sector currently ranks 11 of 11, lagging badly. The late-cycle credit caveat (HY OAS complacency) further tempers conviction on a high-beta semiconductor name. TIER AHEADWINDOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 9 |  AVGO Broadcom | Broadcom is a durable franchise (ROE 37%, op margin 49%, FCF margin 36%) with Tier A smart-money backing — 9 funds holding, 7 with multi-quarter persistence, and cross-style value+growth alignment. However, at 61.7x P/E and 64.7x P/FCF (valuation score 32/100) it is a high-multiple semiconductor name, and the macro overlay is contradictory: Technology ranks 11 of 11 (lagging -5.4%), a stagflation commodity tilt (high oil, strong USD) pressures equities, and the HY-OAS 'late-cycle warning' triggers the credit gate against high-beta semis. Late-cycle credit caveat applies — hold for a better entry rather than chasing a >40x P/E chip name into sector drag. TIER AHEADWINDUNDERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 10 |  AAPL Apple | AAPL reports earnings today (2026-07-30) — a binary event that alone disqualifies a fresh entry; any position must wait until after the print to see whether Services growth and margins hold. The franchise is elite (ROE 141%, 32% op margin, Tier A smart money: 5-quarter persistence across 6 funds with rare value+growth cross-style alignment led by Berkshire), but valuation is stretched (P/E 41, P/FCF 49, valuation score 21/100) and the tape is hostile — Technology ranks dead last (11 of 11), a stagflation commodity overlay (oil 92, DXY 120) is an equity headwind, and the late-cycle credit caveat (HY OAS complacency) argues against chasing a 40x-P/E name. Hold for the post-earnings reaction and a pullback toward support before committing. TIER AHEADWINDOVERWEIGHT…more | SKIP | Read Entire Thesis → |
| 11 |  LRCX Lam Research | Lam Research is a high-quality semiconductor equipment franchise (ROE 66.8%, op margin 35%, FCF margin 20%) with Tier A smart-money confirmation — 7 funds holding, persistence of 4 quarters, plus a value+growth cross-style cluster (Third Point, Tiger Global, Coatue). However, the setup fails on timing and macro: valuation is stretched (P/E 47.8, P/FCF 72.5, valuation score 20.6/100), and the late-cycle credit caveat applies directly to LRCX as a semiconductor high-beta name (HY OAS late-cycle warning), which caps a high-beta BUY. The commodity overlay shows a stagflation tilt (high oil, strong USD) and Technology ranks dead last (11 of 11) sector-wise — a clear near-term headwind despite the nominal OVERWEIGHT regime tilt. TIER AHEADWINDNEUTRAL…more | WATCHLIST | Read Entire Thesis → |
| 12 |  NEM Newmont | Newmont screens as an exceptional quality franchise (ROE 25.8%, FCF margin 39%, P/FCF 10.9, low leverage) at a reasonable valuation, but smart-money confirmation is Tier D — only 2 funds hold it with minimal persistence, flagging this as effectively orphaned among tracked institutions. Macro regime is RISK_ON with Basic Materials at neutral tilt, and the deflationary commodity overlay (soft oil, strong DXY, neutral gold) removes the gold-equity tailwind that typically powers NEM. Fundamentals justify watchlist status pending either a smart-money build-out or a gold/macro inflection toward risk-off. TIER DNEUTRALNEUTRAL…more | WATCHLIST | Read Entire Thesis → |
| 13 |  ADBE Adobe | Adobe presents exceptional fundamentals — 58.8% ROE, 38.8% operating margins, and a 14.6x P/E that appears deeply discounted for a franchise of this quality — but the smart-money picture is structurally weak. With only 2 funds currently holding (down from the persistence count of 3, suggesting recent exits) and a cluster_flag of 0, this resolves to TIER C/D boundary, yielding an ORPHAN-adjacent combined score of 46.5/100. The commodity overlay adds a meaningful headwind: oil at 112 and DXY at 119 signal a stagflation tilt that pressures growth multiples and USD-sensitive software revenues. TIER CNEUTRALOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 14 |  AMD Advanced Micro Devices | AMD operates in the OVERWEIGHT Technology sector with strong sector momentum (rank 1 of 11), but the fundamental valuation profile is deeply stretched — P/E of 155x, P/FCF of 106x, and a valuation score of only 22.77/100 make this a poor risk/reward entry at current levels. Smart money is Tier A (persistence_count=6, funds_holding=5), providing genuine conviction signal, but the late-cycle credit warning in HY OAS is binding for a high-beta semiconductor name trading at >40x P/E, requiring a confidence reduction per framework rules. The macro commodity overlay (strong USD, soft oil, deflationary pressure) adds a mild headwind to AMD's cost structure and international revenue, and the combined overlay score of 37.50/100 does not clear the bar for a BUY at this valuation. TIER ANEUTRALOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 15 |  EQT EQT | EQT is a reasonably valued natural gas producer (P/E 12.1, P/FCF 13.2, FCF margin 26.5%) with modest quality (ROE 11%, low leverage D/E 19.6). Smart-money confirmation is weak: three funds all initiated this quarter with only one prior-quarter persistence — a Tier C recent cluster, not seasoned conviction. Despite Energy leading and seven fresh Overweight initiations, the stagflation macro overlay (high oil + strong USD) is an equity headwind, and the late-cycle credit warning plus a poor recent realized track record argue for patience over a marginal BUY. TIER CNEUTRALNEUTRAL…more | WATCHLIST | Read Entire Thesis → |
| 16 |  PGR Progressive | Progressive is a high-quality insurance franchise with exceptional ROE (37.9%) and reasonable valuation (P/E 10.1x), benefiting from OVERWEIGHT Financials sector tilt and RISK_ON macro regime. However, smart-money positioning is weak Tier C (3 funds holding, persistence_count of 1, no cluster flag), falling short of the Tier B threshold required for a BUY conviction. The commodity overlay introduces a stagflation tilt — high oil ($112.25, +18% above 60d avg) and strong USD (DXY 119.3) — which is a headwind for broad equities and could compress personal auto insurance loss ratios via elevated repair/parts costs, pressuring Progressive's underwriting margins. TIER CNEUTRALNEUTRAL…more | WATCHLIST | Read Entire Thesis → |
| 17 |  PTC PTC | PTC exhibits solid fundamentals — 33.8% operating margin, 27.5% FCF margin, 23.1% ROE, and reasonable valuation at 20x P/E and P/FCF — in a Technology sector that is the top-ranked sector in the current RISK_ON regime. However, smart-money positioning is critically weak: only 2 funds currently holding (despite 4 tracked), persistence_count of 2 with no cluster flag, and a smart-money score of 5.30/100 yields Tier B at best but the funds_holding=2 disqualifies Tier B (requires ≥3), placing this squarely at Tier C/D boundary. The commodity overlay introduces a meaningful headwind — oil at 112 and DXY at 119 signal a stagflation tilt that pressures equity multiples broadly, and the late-cycle credit warning (HY OAS flagged) further constrains high-confidence BUY decisions. TIER CNEUTRALOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 18 |  WDC Western Digital | WDC pairs strong reported quality (ROE 85.9%, op margin 37%, FCF margin 17.6%) with a full valuation (P/E 29.8, P/FCF 82.7) at $497.92 near the top of its range — the elevated ROE reflects the current memory/storage upcycle and carries real mean-reversion risk into the next downcycle. Smart-money confirmation is weak: only 3 funds hold, 2 with persistence, no cluster (Tier C), so the setup lacks seasoned conviction. Macro is mixed — regime is RISK_ON with Technology nominally OVERWEIGHT, but the sector is actually LAGGING (rank 9 of 11), a stagflation commodity overlay (high oil + strong USD) is an equity headwind, and the HY credit line carries a late-cycle warning that binds on this high-beta cyclical semi/storage name. TIER CHEADWINDNEUTRAL…more | WATCHLIST | Read Entire Thesis → |
| 19 |  MU Micron Technology | Micron shows exceptional current fundamentals — 66.6% ROE, 80.4% op margin, and a low 16.7x P/E — reflecting a peak memory upcycle, but P/FCF of 109x signals free-cash conversion has not yet caught up to reported margins, and D/E of 6.33 embeds real leverage. Smart-money confirmation is weak (Tier B at best: only 3 funds, 2 with persistence, no cluster), and the name sits in Technology, which currently ranks dead last (11 of 11) despite the nominal OVERWEIGHT regime tilt. As a high-beta semiconductor into a 'late-cycle credit caveat' (HY OAS complacent) plus a stagflation commodity overlay (high oil, strong USD), this is a WATCHLIST pending a pullback and clearer smart-money seasoning rather than a chase. TIER BHEADWINDOVERWEIGHT…more | WATCHLIST | Read Entire Thesis → |
| 20 |  QCOM QUALCOMM | QCOM reports earnings TODAY (2026-07-29), a binary event that alone blocks a fresh medium-term entry — any position should wait until after the print to avoid gapping into an unquantifiable catalyst. Fundamentally the name is attractive: 36% ROE, 18x P/E and 18.7x P/FCF are reasonable for the quality, but smart-money confirmation is Tier C/D — only 3 funds hold it with two brand-new initiations (Coatue, RenTech NEW) and just 2 persistent holders, no cluster. Compounding this, Technology ranks dead last (11 of 11) on relative strength and the macro overlay carries a stagflation tilt (high oil + strong USD) plus a late-cycle credit warning on HY spreads, which is a headwind for semiconductor high-beta despite the nominal sector overweight. TIER CHEADWINDOVERWEIGHT…more | SKIP | Read Entire Thesis → |
| 21 |  DECK Deckers Outdoor | Deckers is a high-quality franchise — 42.6% ROE, 20.3% ROA, low leverage (D/E 20.5) and an undemanding 13.9x P/E with a strong valuation score of 81.6 — but smart-money confirmation is effectively absent: only 2 funds hold it with a single persistent position and no cluster, a Tier D signal with orphan characteristics. With a macro commodity overlay flagging a stagflation tilt (high oil, strong USD) that pressures discretionary consumer spend and a late-cycle credit warning in the HY complex, a quality retailer without institutional conviction does not clear the bar. The absence of seasoned smart money in an otherwise cheap, high-ROE name is a red flag on the durability of the current earnings that we will not underwrite here. TIER DHEADWINDNEUTRAL…more | SKIP | Read Entire Thesis → |
| 22 |  TROW T. Rowe Price Group | TROW reports earnings in 3 trading days (2026-07-31), a binary event that alone blocks a fresh entry — any position should wait until after the print. Beyond timing, the smart-money signal is Tier D (only 2 funds holding, 1 persistent, no cluster), which fails to confirm the otherwise-solid quality profile (18.7% ROE, 37% op margin, 12.8x P/E). As an active asset manager, T. TIER DHEADWINDNEUTRAL…more | SKIP | Read Entire Thesis → |
| 23 |  EOG EOG Resources | EOG reports earnings on 2026-08-04, only 5 trading days out — a binary event that alone argues against any fresh entry, and there is no offsetting edge here to justify chasing it. Fundamentals are solid but unexceptional (ROE 18.2%, P/E 13.8, op margin 37.9%) yet smart-money confirmation is thin: only 2 funds holding with persistence of 2 and no cluster, placing this at Tier D with an orphan-like confirmation gap. Critically, the macro commodity overlay flags a stagflation tilt (oil at $94, DXY at 120.7 strong USD) that is a headwind for equities broadly, and while Energy is a leading sector, the late-cycle credit warning (HY OAS complacent) plus recent stop-out history counsels waiting. TIER DHEADWINDNEUTRAL…more | SKIP | Read Entire Thesis → |
| 24 |  LITE Lumentum | Lumentum trades at $711.96 on a P/E of 126 and a P/FCF of 593, embedding aggressive optical/datacom growth expectations while FCF margin sits at just 3.75% and ROA at 2.89% — quality (42.9) and valuation (25.1) scores are both weak for the price paid. Smart money is Tier C at best: 4 funds holding, only 1 with persistence, and 3 fresh same-quarter initiations (cluster) with no seasoning — noise, not confirmation. With Technology ranking 9 of 11 and lagging, a stagflation commodity overlay (high oil, strong USD), and a late-cycle credit warning that penalizes >40x P/E growth-tech, the setup contradicts our valuation and risk discipline. TIER CHEADWINDOVERWEIGHT…more | SKIP | Read Entire Thesis → |
| 25 |  NTRS Northern Trust | Northern Trust is a quality custody/wealth franchise (17% ROE, 42.5% op margin) trading at a reasonable 15.25x earnings, but smart-money confirmation is absent: only 2 funds hold, zero persistence, no cluster — a Tier D signal. Compounding the case against it, analyst sentiment is net-negative over 30 days (Morgan Stanley Underweight initiation, RBC downgrade to Sector Perform), and the stagflation commodity overlay (high oil, strong USD) is a headwind for financials sensitive to spread and asset-value dynamics. Without smart-money backing and against fresh downgrades, this is a PASS regardless of decent standalone fundamentals. TIER DNEUTRALNEUTRAL…more | SKIP | Read Entire Thesis → |
| 26 |  IBM International Business Machines | IBM sits in the leading Technology sector (OVERWEIGHT) with a RISK_ON macro tailwind, but the investment case breaks down on multiple fronts. Smart-money positioning is Tier D — only 2 funds holding, 1 persistence quarter, no cluster — providing zero institutional confirmation. Fundamentals are mediocre: quality score of 45/100, composite of 41/100, and a debt-to-equity of 211x signals a highly leveraged balance sheet that is a structural liability in a late-cycle credit environment (HY OAS late-cycle warning triggered). TIER DNEUTRALOVERWEIGHT…more | SKIP | Read Entire Thesis → |
| 27 |  TSLA | TSLA reports earnings tomorrow (2026-07-22 — zero trading days away), making any new entry a binary event bet rather than a disciplined medium-term thesis; no position should be initiated ahead of the print. Setting aside the earnings gate, the fundamental picture is deeply unattractive at current prices: P/E of 346x and P/FCF of 272x embed near-perfection while operating margin sits at just 4.2% and ROE at 4.9%, yielding a quality score of 34/100 and a valuation score of 3/100. Smart-money persistence is technically Tier A (6 funds, all held ≥3 quarters), but the smart-money score of 12.5/100 reflects that these are legacy holders, not fresh conviction buyers — zero initiations last quarter and no cluster signal. TIER ANEUTRALNEUTRAL…more | SKIP | Read Entire Thesis → |
| 28 |  SMCI Super Micro Computer | SMCI trades at a superficially low P/E of 12.7x but the fundamental profile is deeply compromised: quality score of 37/100, FCF margin of -22%, operating margin of just 6%, and debt-to-equity of 121x signal a capital-intensive, low-moat assembler business under significant financial strain. Smart-money positioning is Tier D — only 2 funds holding with a single quarter of persistence and no cluster — providing zero institutional confirmation. The sector context compounds the concern: Technology ranks 9th of 11 sectors in the current regime, creating a direct headwind despite the macro RISK_ON backdrop. TIER DHEADWINDUNDERWEIGHT…more | SKIP | Read Entire Thesis → |
| 29 |  CRM Salesforce | Skipped: earnings on 2026-05-27 (3 trading days away). Binary event invalidates new-entry thesis. | SKIP | Read Entire Thesis → |
Not financial advice. This is the published output of an AI-driven, human-in-the-loop research process on a paper (simulated) account — informational only, not personalized investment advice, and not a solicitation to buy or sell any security. Past performance does not guarantee future results. Do your own research and trade at your own discretion in your own account. See the full disclaimer, terms & privacy.