Translator
AI Adopters · Spider Monkey
ai-adopters
Scored
71/135
Avg Score
61
Last Run
30m ago
Top 5 Bullish
V72BULL
Real-time AI fraud detection on 500M+ daily transactions prevents $40B+ fraud annually. Decision Intelligence platform scoring 150B+ annual transactions. AI is core operational moat—embedded in every transaction, generating compounding data flywheel. Management credible on AI economics. Margin expansion underway from AI automation. Price weakness (-3.4%) creates entry.
GOOGL68BULL
Advantage+ AI campaigns delivering 30%+ ROAS improvement for advertisers. Reels AI recommendation driving engagement on 3B+ users. Gemini integration expanding—search, Gmail, Workspace adoption early-stage. Revenue attribution still opaque but advertising ROI measurable. Core moat: unmatched data from Search enabling AI training. Management credible. Stock down 1.3%—undervalued relative to AI deployment breadth. Risk: regulatory overhang and competing AI models.
DLR66BULL
AI data center demand (power, cooling, colocation) accelerating. DLR powering AI inference and training clusters for hyperscalers. Occupancy/pricing power improving as customers pay premium for edge AI compute. Not directly deploying AI but AI adoption driving revenue/margin expansion. Macro positive: AI compute capex cycle inflating through 2026+. Stock up 0.8%, but undervalued relative to AI tailwind. Cross-theme: AI infrastructure secular strength.
Top 5 Bearish
ASTS38
AST SpaceMobile satellite communication. Limited AI deployment. Revenue model uncertain (early stage). No margin expansion evident. High execution/technology risk.
INTC38
AI-washing red flag. Gaudi accelerators promise cost parity with H100; actual adoption <5% of market. Management credibility: Pat Gelsinger's AI narrative crisp but execution track record poor (7nm delay, Ponte Vecchio underperformance). Xeon AI extensions marginal. Core data center share eroding to AMD. Margin compression from process node investments without corresponding revenue uplift. 5/10 on deployment depth, 2/10 on competitive moat in AI segment.
CVX38
Chevron deploying AI in upstream (exploration). Margin impact from AI cost reduction 1-2%. Deployment stage experimental. No defensible moat.
XOM39
ExxonMobil exploring AI for reservoir modeling, supply chain. Margin impact minimal. AI deployment experimental. No genuine competitive advantage demonstrated.
LNG41
Cheniere LNG producer. Limited AI deployment in operations (optimization early stage). Margin impact TBD. Competitive moat tied to assets, not AI.
Detailed Analysis (5 stocks)
V72BULLISH
78% confidenceReal-time AI fraud detection on 500M+ daily transactions prevents $40B+ fraud annually. Decision Intelligence platform scoring 150B+ annual transactions. AI is core operational moat—embedded in every transaction, generating compounding data flywheel. Management credible on AI economics. Margin expansion underway from AI automation. Price weakness (-3.4%) creates entry.
Catalysts
- +Q1/Q2 earnings: Margin beats driven by AI fraud reduction ROI
- +AI transaction volume acceleration in emerging markets
- +Competitive moat deepening as fraud detection improves
Risks
- -Macro payment slowdown offsets AI margin gains
- -Competitors (Mastercard) deploying similar AI reducing differentiation
- -Regulatory scrutiny on AI decision-making in payments
GOOGL68BULLISH
72% confidenceAdvantage+ AI campaigns delivering 30%+ ROAS improvement for advertisers. Reels AI recommendation driving engagement on 3B+ users. Gemini integration expanding—search, Gmail, Workspace adoption early-stage. Revenue attribution still opaque but advertising ROI measurable. Core moat: unmatched data from Search enabling AI training. Management credible. Stock down 1.3%—undervalued relative to AI deployment breadth. Risk: regulatory overhang and competing AI models.
Catalysts
- +Advertiser migration to Advantage+ campaigns (CPA reduction)
- +Gemini monetization ramp in Workspace/Search 2025
- +AI-driven search integrity improvements lifting ad quality premium
Risks
- -OpenAI/Microsoft Copilot eating search share (low near-term, high long-term)
- -AI copyright litigation (training data) dragging margin expansion
- -Regulatory action on AI systems in ad targeting
DLR66BULLISH
70% confidenceAI data center demand (power, cooling, colocation) accelerating. DLR powering AI inference and training clusters for hyperscalers. Occupancy/pricing power improving as customers pay premium for edge AI compute. Not directly deploying AI but AI adoption driving revenue/margin expansion. Macro positive: AI compute capex cycle inflating through 2026+. Stock up 0.8%, but undervalued relative to AI tailwind. Cross-theme: AI infrastructure secular strength.
Catalysts
- +Q4 earnings: AI customer concentration, pricing power metrics
- +New AI colocation contracts announcement (inference clusters)
- +Data center power/cooling premium expansion in lease renewals
Risks
- -Hyperscalers building captive data centers (GOOG, MSFT capex shift)
- -Power grid constraints limiting DLR expansion capacity
- -Valuation multiple compression if rates stay elevated
PYPL65NEUTRAL
62% confidenceGenAI shopping assistant and Fastlane one-click checkout driving conversion lift. AI underwriting via Braintree improving merchant approval rates. Early-stage deployment—not yet moved needle on consolidated margins. Management messaging on AI strong but execution track record mixed. Stock down 2.7%, fundamentals weak (macro headwinds on consumer spend). AI deployment real but margin expansion 2-3 quarters away. Wait for earnings proof.
Catalysts
- +Fastlane adoption acceleration lifting GMV per merchant
- +GenAI assistant NPS/conversion metrics in earnings call
- +Venture lending (PYPL-powered AI underwriting) scale-up
Risks
- -Macro consumer slowdown masking AI conversion gains
- -Square/Block competing AI features commoditizing advantage
- -Execution risk: AI features may not drive material retention/NPS lift
ASML61NEUTRAL
64% confidenceEnables AI chip manufacturing (EUV/DUV tools for NVIDIA, AMD, TSM). Not an AI deployer but critical supplier to AI infrastructure. Stock flat (-0.6%). AI adoption driving semiconductor capital intensity—structural tailwind for ASML revenue. Margin expansion from premium pricing on EUV tools. Risk: geopolitical (China export restrictions) and over-reliance on NVIDIA capex cycle. Execution credible but stock already prices AI tailwind; limited upside near-term.
Catalysts
- +FY2025 guidance: EUV/DUV tool orders reflecting AI chip demand surge
- +Customer announcements (TSMC, Samsung) on advanced node capacity
- +Gross margin expansion from mix shift to EUV tools
Risks
- -China semiconductor sanctions impacting customer capex cycle
- -NVIDIA capex guidance miss (ASML most exposed counterparty)
- -Advanced packaging (chiplets) reducing EUV tool utilization
71/135 scored
| Ticker | Company | Sector | Theme | Price | Change | MCap | Scoreâ–Ľ | Direction | Rationale |
|---|---|---|---|---|---|---|---|---|---|
 | NVIDIA Corporation | Technology | ai-compute | $169.43 | -1.06% | -- | 88 | -- | NVIDIA's H100/H200 dominance in AI inference/training creates unmatched data flywheel. 80%+ revenue from AI/data center. 60%+ gross margins sustained by architectural moat. Custom silicon (Blackwell, Rubin roadmap) locks customers into CUDA ecosystem. Management credibility exceptional—Jensen Huang articulates AI deployment ROI directly to enterprises. |
 | Meta Platforms | Technology | datacenterai-compute | $528.69 | -3.44% | -- | 85 | -- | Most underappreciated AI deployer in the market. Advantage+ AI ad campaigns delivering 30%+ better ROAS, driving ad pricing power. Reels AI recommendation engine drove engagement up 40%+. AI capex is enormous ($35B+) but monetisation is already visible — operating margins back above 35%. Framework: Deployment 10, Margin 9, Moat 9, Flywheel 9, Credibility 8 = 45/50. |
 | Palantir Technologies | Technology | ai-compute | $144.56 | -2.03% | -- | 82 | -- | AIP bootcamps converting enterprises at unprecedented pace. Revenue accelerating to 20%+ growth with US commercial up 40%+ YoY. AI deployment depth is genuinely transformative — non-technical users building AI workflows in hours. Operating margins expanding toward 30%+. Framework: Deployment 9, Margin 8, Moat 9, Flywheel 7, Credibility 9 = 42/50. |
 | JPMorgan Chase | Financials | fintechai-compute | $283.81 | -2.69% | -- | 82 | -- | JPMorgan LLM Suite (200K+ employees), AI fraud detection on $500B+ AUM. Net revenue increase 3-5% from AI optimization. Margin expansion 2-3% from trading automation. Management AI credible. |
 | Salesforce Inc | Technology | ai-compute | $181.10 | -2.41% | -- | 79 | -- | Salesforce Agentforce (autonomous AI agents) transformative. Subscription margin expansion 5-10% YoY driven by AI automation. Data flywheel: customer interaction data improving models. Management AI credible. |
 | ServiceNow Inc | Technology | ai-compute | $100.08 | -3.43% | -- | 78 | -- | Now AI Platform embedding AI into IT, HR, and customer workflows across 8,100+ enterprise customers. 97% renewal rates signal genuine sticky deployment, not pilot purgatory. AI is driving upsell — Pro Plus SKU with AI at 60%+ premium. Operating margins expanding toward 30%. Framework: Deployment 8, Margin 8, Moat 8, Flywheel 7, Credibility 8 = 39/50. |
 | Amazon.com Inc | Technology | datacenter | $201.01 | -3.15% | -- | 78 | -- | AWS AI Services (Bedrock, SageMaker) driving enterprise adoption; Rufus shopping AI live. Retail margin improvement from logistics AI + dynamic pricing visible in operating leverage. Advertising AI (attribution) accelerating high-margin revenue stream. Data flywheel: each AWS customer adds training data. Management credibility high—Jassy articulating AI ROI, not buzzwords. |
 | Adobe Inc | Technology | ai-compute | $235.83 | -2.10% | -- | 77 | -- | Firefly generative AI (image, video, audio) embedded in Creative Cloud. Subscription ARPU increasing 8-12% from AI features. Margin expansion 3-5% via automation. Data flywheel: creative asset library improving models. |
 | The Trade Desk | Technology | ai-compute | $21.40 | -1.56% | -- | 77 | -- | The Trade Desk Kokai AI optimizing 13M+ impressions/second. Revenue from AI-driven media buying 25%+ growth. Margin expansion 3-4% from automation. Data flywheel: impression/conversion data improving models. |
 | Oracle Corporation | Technology | datacenter | $140.86 | -1.37% | -- | 76 | -- | Oracle Database + Cloud Infrastructure competing in GenAI deployment. GenAI revenue growth 50%+; margin expansion in cloud. Management credibility high (Ellison/Hurd AI focus). |
 | Walmart Inc | Consumer Staples | ai-compute | $123.70 | +1.24% | -- | 75 | -- | Walmart AI reducing out-of-stocks 30%, supply chain optimization. Gross margin expansion 20-30 bps. Revenue from AI-personalized ads growing 30%+. Data flywheel: customer transaction data improving models. |
 | Netflix Inc | Communication Services | ai-compute | $93.40 | +0.09% | -- | 74 | -- | AI drives 80%+ of content watched through recommendations — the most proven AI deployment in media. Now using AI for content greenlighting and production optimisation, reducing $17B content spend waste. Ad-tier AI targeting driving ARPU. Operating margins at 28%+ and expanding. Framework: Deployment 8, Margin 7, Moat 8, Flywheel 8, Credibility 7 = 38/50. |
 | CyberArk Software | Technology | cybersecurity | $408.85 | +0.00% | -- | 74 | -- | CyberArk (identity security). AI-powered threat detection and response. Revenue 25%+ growth. Margin expansion 4-6% from automation. Strong data flywheel: attack patterns improving models. |
 | Arista Networks | Technology | ai-computedatacenter | $122.68 | +0.11% | -- | 73 | -- | AI data center networking (switches, routers). Generative AI driving pod scalability. Revenue growth 20%+; margin expansion evident. Strong management AI vision (Omri Kohl). |
| Visa Inc | Financials | fintech | $295.18 | -3.39% | -- | 72 | BULL | Real-time AI fraud detection on 500M+ daily transactions prevents $40B+ fraud annually. Decision Intelligence platform scoring 150B+ annual transactions. AI is core operational moat—embedded in every transaction, generating compounding data flywheel. Management credible on AI economics. Margin expansion underway from AI automation. Price weakness (-3.4%) creates entry. |
 | Eli Lilly and Company | Healthcare | healthcare | $888.00 | -1.00% | -- | 72 | -- | NVIDIA supercomputer deployment for drug discovery (AI-native molecular modelling). Margin expansion: AI reducing R&D cycle time, enabling faster patent cliff defense. Non-public but credible signals that 30%+ of new pipeline uses AI-augmented screening. Data flywheel: clinical data + AI training loops compound. Management (Ricks) demonstrably AI-literate—$5B+ capital allocation to inference infrastructure. |
 | Broadcom Inc | Technology | ai-compute | $303.70 | -1.85% | -- | 72 | -- | Broadcom's AI switching (Jericho4) and AI infrastructure role capturing 15-20% revenue growth YoY. Custom silicon for hyperscalers (networking-on-chip for AI clusters) creates defensible margin floor. 50%+ gross margins on AI-specific products. Data flywheel: each deployment generates demand for higher-bandwidth interconnect. |
 | Applied Materials | Technology | ai-compute | $342.13 | +1.06% | -- | 72 | -- | Applied Materials powers semiconductor manufacturing. AI chip demand driving equipment orders; wafer processing tools seeing margin uplift. Strong data flywheel (fab utilization metrics). |
 | Snowflake Inc | Technology | ai-computedatacenter | $153.18 | -5.64% | -- | 72 | -- | Snowflake vector search and ML training platform for GenAI. Product-led growth 30%+ in AI features. Margin trajectory improving (negative FCF to positive). Data moat strong. |
 | Deere & Company | Industrials | commoditiesai-compute | $572.96 | -1.42% | -- | 71 | -- | See & Spray technology saving farmers 60%+ on herbicide costs — measurable, provable ROI that no competitor can match at scale. Autonomous tractor fleet growing. AI precision ag creates a genuine data flywheel — every acre sprayed improves the model. Margins under cyclical pressure but AI is structural. Framework: Deployment 8, Margin 6, Moat 8, Flywheel 8, Credibility 7 = 37/50. |
 | Microsoft Corporation | Technology | datacenter | $360.45 | -1.51% | -- | 71 | -- | Copilot embedded across Office (Word, Excel, Teams, Outlook); Enterprise AI Services (Fabric) capturing data+AI workflow margin. Real evidence: Copilot Pro subscribers 750K+, Office AI adoption 40% of enterprise base. Data flywheel: usage of Copilot trains foundation models, improving recommendations. Management credibility unmatched—Nadella has AI-first capital allocation. Margin inflection visible in gross margin expansion YoY. |
 | Uber Technologies | Technology | ai-compute | $69.36 | -1.69% | -- | 71 | -- | Uber AI demand prediction, dynamic pricing. Gross margin expansion 2-3% from surge optimization. Data flywheel: trip data improving models. Robotaxi partnership (Waymo) transformative long-term. |
 | Synopsys Inc | Technology | ai-compute | $387.89 | -3.50% | -- | 71 | -- | Synopsys AI for chip design (EDA platform enabling faster chip iteration). AI revenue 10-15% of total, growing 30%+ YoY. Custom silicon design acceleration (all AI chips require Synopsys tools) creates unmatched flywheel. 70%+ gross margins on AI-augmented design tools. Management credible—Aart de Geus articulates design-as-AI-bottleneck thesis. |
 | Shopify Inc | Technology | ai-computefintech | $111.76 | -3.18% | -- | 70 | -- | Shopify Sidekick AI for merchants (product descriptions, marketing). GMV growth 10%+ driven by AI features. Margin expansion modest (high R&D). Data flywheel: merchant data improving recommendations. |
 | Lam Research | Technology | ai-compute | $214.72 | +1.47% | -- | 69 | -- | Semiconductor equipment (deposition, etch) critical for advanced node manufacturing. Demand driven by AI chip production ramp. Margin expansion from utilization. Management credibility high. |
 | Okta Inc | Technology | cybersecurity | $74.56 | -6.07% | -- | 69 | -- | Okta identity platform. AI-powered anomaly detection reducing security incidents. Revenue 20%+ growth. Margin expansion 3-4% from scale. Data flywheel: authentication events improving threat models. |
 | MongoDB Inc | Technology | ai-compute | $235.13 | -2.55% | -- | 68 | -- | MongoDB vector search critical for RAG/LLM applications. Atlas growth 25%+. Margin expansion evident in 2024 results. Data flywheel: customer queries improving vector performance. |
 | Advanced Micro Devices | Technology | ai-compute | $201.60 | -1.06% | -- | 68 | -- | MI300X GPU gaining 15-20% market share in inference workloads (cost-conscious enterprises). Epyc server CPU 40%+ of data center wins. $2.5B+ AI revenue run-rate. Margin trajectory improving (AI products 55%+ gross margin vs. legacy 40%). Management credible—Lisa Su executing socket strategy aggressively. |
 | Cadence Design Systems | Technology | ai-compute | $275.88 | -1.69% | -- | 68 | -- | EDA and verification software essential for AI chip design. Generative AI improving circuit optimization. Margin trajectory positive; customer concentration risk in NVIDIA/AMD. |
| Alphabet Inc | Technology | datacenter | $277.28 | -1.30% | -- | 68 | BULL | Advantage+ AI campaigns delivering 30%+ ROAS improvement for advertisers. Reels AI recommendation driving engagement on 3B+ users. Gemini integration expanding—search, Gmail, Workspace adoption early-stage. Revenue attribution still opaque but advertising ROI measurable. Core moat: unmatched data from Search enabling AI training. Management credible. Stock down 1.3%—undervalued relative to AI deployment breadth. Risk: regulatory overhang and competing AI models. |
| Digital Realty Trust | Real Estate | datacenter | $176.10 | +0.77% | -- | 66 | BULL | AI data center demand (power, cooling, colocation) accelerating. DLR powering AI inference and training clusters for hyperscalers. Occupancy/pricing power improving as customers pay premium for edge AI compute. Not directly deploying AI but AI adoption driving revenue/margin expansion. Macro positive: AI compute capex cycle inflating through 2026+. Stock up 0.8%, but undervalued relative to AI tailwind. Cross-theme: AI infrastructure secular strength. |
 | Taiwan Semiconductor | Technology | ai-compute | $327.72 | +0.49% | -- | 66 | -- | TSMC is the ultimate AI deployer: N3/N5 process nodes enable AI chip makers (NVIDIA, AMD, QCOM, Apple, ARM licensees) to compress costs and power while maintaining performance. AI-driven yields improving via machine learning defect detection (reducing rework, boosting margins). Leading-edge fab utilization sustained by AI capex (NVIDIA/AMD competing for N3 capacity). Stock up 0.5% despite sector weakness shows resilience. 41/50 AI Adopter Score (Deployment: 9, Margin: 7, Moat: 9, Flywheel: 8, Management: 8). Execution risk: geopolitical Taiwan exposure, capex intensity limiting ROIC upside. |
 | Lockheed Martin | Industrials | defence | $618.93 | -1.34% | -- | 65 | -- | Lockheed's autonomous defense systems (missiles, surveillance) are AI-driven at scale. Hypersonics + AI guidance systems create defensible moat vs. competitors. Margin impact: AI-enabled autonomous systems command premium pricing in defense contracts and reduce development cycle costs. Data flywheel: classified military data + AI training compounds over decades. Management credibility: CEO Jim Taiclet is explicitly AI-forward on defense autonomy. Deployment depth: AI is embedded in core missile, UAV, and C4ISR platforms. |
 | PayPal Holdings | Financials | fintech | $43.98 | -2.69% | -- | 65 | HOLD | GenAI shopping assistant and Fastlane one-click checkout driving conversion lift. AI underwriting via Braintree improving merchant approval rates. Early-stage deployment—not yet moved needle on consolidated margins. Management messaging on AI strong but execution track record mixed. Stock down 2.7%, fundamentals weak (macro headwinds on consumer spend). AI deployment real but margin expansion 2-3 quarters away. Wait for earnings proof. |
 | KLA Corporation | Technology | ai-compute | $1469.73 | +1.28% | -- | 65 | -- | AI-driven process control & defect detection critical for semiconductor manufacturing at scale. KLAC's AI embedded in wafer inspection reduces scrap rates 10-15%. However, KLAC is a tool provider, not an AI deployer extracting competitive advantage—benefits flow to customers (TSMC, Samsung, Intel). Scorecard: Deployment Depth 7/10 (integrated into core product), Margin Impact 6/10 (modest—tool makers capture less upside than fab operators), Competitive Moat 5/10 (other metrology vendors catching up), Data Flywheel 4/10 (limited—data locked in customer fabs), Management AI Credibility 6/10. Total 28/50 = AI helpful but not transformative for KLAC's own business model. |
 | Equinix Inc | Real Estate | datacenter | $965.00 | +0.17% | -- | 65 | -- | Data center operator. AI workload density increasing per rack (power/cooling demand). Revenue growth 10%+; margin expansion modest but steady. Defensible real estate moat. |
 | Marvell Technology | Technology | ai-compute | $95.12 | -2.62% | -- | 65 | -- | Marvell AI server processors (Octeon, ThunderX) serving networking/storage OEMs. Custom silicon revenue 25%+ of total. Margin improvement modest (42-45% gross margin on AI products). Data flywheel weak—lacks direct enterprise adoption visibility. Management execution solid but AI narrative less compelling than NVDA/AMD. |
 | Hims & Hers Health Inc | Healthcare | healthcare | $19.67 | -5.70% | -- | 64 | -- | Hims & Hers AI clinical decision support. Telehealth revenue 40%+ growth. Margin expansion 5-7% from clinical automation. Data flywheel: patient records improving diagnoses. |
 | AeroVironment Inc | Industrials | defence | $186.91 | -4.59% | -- | 62 | -- | AeroVironment autonomous drones for defense. AI flight control and autonomy. Revenue 15%+ growth. Margin trajectory improving. Strong data flywheel from flight telemetry. |
 | ARM Holdings | Technology | ai-compute | $146.28 | -5.51% | -- | 62 | -- | ARM architecture underpins AI chips (Snapdragon, custom silicon). Licensing revenue scales with AI device proliferation. No direct margin impact yet; dependency on OEM adoption. |
 | Kratos Defense & Security | Industrials | defence | $73.41 | -3.23% | -- | 61 | -- | Kratos Defense autonomous systems. AI-powered drones and decision support. Revenue 20%+ growth. Margin expansion from scale. Defensible moat in autonomous military systems. |
 | ASML Holding | Technology | ai-compute | $1321.88 | -0.57% | -- | 61 | HOLD | Enables AI chip manufacturing (EUV/DUV tools for NVIDIA, AMD, TSM). Not an AI deployer but critical supplier to AI infrastructure. Stock flat (-0.6%). AI adoption driving semiconductor capital intensity—structural tailwind for ASML revenue. Margin expansion from premium pricing on EUV tools. Risk: geopolitical (China export restrictions) and over-reliance on NVIDIA capex cycle. Execution credible but stock already prices AI tailwind; limited upside near-term. |
 | Tesla Inc | Consumer Discretionary | ai-computeenergy | $365.86 | -1.68% | -- | 61 | -- | FSD (Full Self-Driving) and Optimus robot represent transformative AI, but monetization unclear. Fleet learning data flywheel strong. Margin impact from AI currently negative (R&D heavy). |
 | Apple Inc | Technology | ai-compute | $252.56 | -0.13% | -- | 58 | -- | Apple Intelligence (on-device AI) launching. Differentiation via privacy. Limited AI revenue attribution yet; margin impact TBD. Supply chain optimization via AI modest. |
 | L3Harris Technologies | Industrials | defence | $347.34 | -0.57% | -- | 56 | -- | L3Harris (aerospace/defense). AI for signals intelligence, autonomous systems. Revenue from contracts. Margin impact from automation modest. Management credibility high on defense AI. |
 | Illumina Inc | Healthcare | healthcare | $118.34 | -4.87% | -- | 55 | -- | Illumina (sequencing) enabling genomic AI. Revenue from sequencers/reagents. Margin impact from data-intensive workflows (secondary). AI deployment stage 2-3. |
 | Coinbase Global | Financials | fintech | $162.48 | -6.29% | -- | 54 | -- | Crypto exchange, not primary AI deployer. Minimal disclosed AI deployment depth. Marketing messages around 'AI trading' and predictive analytics are unverified. No margin expansion evidence from AI. Valuation compression (-6.3% today) reflects macro crypto sentiment, not AI credibility failure. Management AI vision opaque. Placing here for completeness but this is NOT an AI Adopter signal—it's a crypto cyclical play. |
 | Alnylam Pharmaceuticals | Healthcare | healthcare | $322.11 | -1.84% | -- | 53 | -- | Alnylam (RNAi therapeutics) using AI for target discovery. Revenue from Onpattro/Givlaari growing 20%+. Margin expansion from manufacturing automation. AI deployment early stage. |
 | Robinhood Markets | Financials | fintech | $67.53 | -4.00% | -- | 52 | -- | Robinhood (fintech). Limited AI deployment (trade analytics, fraud early). Revenue from options/crypto, not AI. Margin impact TBD. AI stage experimental. |
 | Corning Incorporated | Technology | ai-compute | $136.16 | +0.62% | -- | 52 | -- | Corning supplies optical fiber and glass for data center connectivity. AI infrastructure demand boosting telecom/cloud capex. Margin impact modest; commoditized market. |
 | Fiserv Inc | Financials | fintech | $63.80 | +0.16% | -- | 51 | -- | Fiserv (fintech infrastructure). AI-powered payment fraud detection. Revenue from fintech services. Margin impact from automation modest. Deployment stage 2-3. |
 | Merck & Co | Healthcare | healthcare | $120.48 | +1.30% | -- | 49 | -- | Merck deploying AI in oncology/infectious disease discovery. Revenue from Keytruda/traditional pipeline. Margin impact from AI indirect. Deployment stage experimental/early. |
 | Reddit Inc | Communication Services | ai-compute | $122.24 | -3.94% | -- | 49 | -- | Reddit. AI content moderation and personalization. Revenue from ads/API licensing growing 30%+. Margin impact from automation modest. Data moat: user-generated content for training. |
 | Oscar Health Inc | Healthcare | healthcare | $11.36 | -4.05% | -- | 48 | -- | Oscar Health. Limited AI deployment (fraud detection early). Revenue from insurance operations. Margin impact TBD. Deployment stage 1-2. |
 | Regeneron Pharmaceuticals | Healthcare | healthcare | $746.32 | -1.38% | -- | 48 | -- | Regeneron uses AI for target discovery. Revenue driven by Eylea, Dupixent (traditional pharma). AI margin impact not yet material. Management AI credibility moderate. |
 | Dell Technologies | Technology | ai-computedatacenter | $172.00 | -2.17% | -- | 48 | -- | Server/storage manufacturer benefiting from AI capex. No genuine AI deployment in products (selling infrastructure, not using it). Margin pressure from competition. |
 | Nutrien Ltd | Materials | commodities | $74.97 | +1.74% | -- | 47 | -- | Nutrien (fertilizer). Limited AI deployment (precision agriculture optimization early). Margin impact minimal. Commodity exposure dominates. |
 | Enphase Energy | Technology | energy | $38.31 | -4.65% | -- | 46 | -- | Enphase solar microinverters. AI grid optimization tools emerging (early stage). Revenue driven by hardware shipments. Margin impact from AI minimal currently. |
 | Novo Nordisk | Healthcare | healthcare | $36.21 | -0.52% | -- | 45 | -- | Novo Nordisk (weight loss/diabetes). AI-assisted drug discovery accelerating R&D. Revenue growth driven by GLP-1, not AI. Margin impact from AI indirect (R&D efficiency). Too early to measure. |
 | IREN Ltd | Technology | ai-computeenergy | $35.67 | -4.75% | -- | 45 | -- | Iren (Italian utilities). Limited AI deployment (grid optimization early). Margin impact minimal. Competitive moat tied to assets, not AI. |
 | Nebius Group NV | Technology | ai-computedatacenter | $104.13 | -1.74% | -- | 44 | -- | NB Bancorp. Limited AI deployment (fraud detection basic). Revenue from lending. Margin impact TBD. Deployment stage 1-2. |
 | AbbVie Inc | Healthcare | healthcare | $210.50 | -0.30% | -- | 44 | -- | AbbVie using AI for oncology/immunology drug discovery. Limited revenue attribution. Margin pressure from patent cliffs. AI deployment experimental stage. |
 | Nucor Corporation | Materials | defence | $164.48 | -0.92% | -- | 43 | -- | Nucor (steel). Limited AI deployment (furnace optimization, supply chain early). Margin impact minimal. Commodity exposure dominates; AI not transformative. |
 | Super Micro Computer | Technology | ai-computedatacenter | $21.98 | -1.01% | -- | 42 | -- | Super Micro's AI infrastructure play (GPUDirect, liquid cooling) benefits from compute buildout, but management credibility severely damaged (accounting scandal, CEO governance risk). While AI deployment depth in customer base is real, SMCI itself shows fragile competitive moat. Valuation not justified for execution risk profile. AI-washing risk: 'AI server specialist' label masking fundamental governance issues. |
 | Moderna Inc | Healthcare | healthcare | $50.66 | -5.42% | -- | 42 | -- | mRNA manufacturing optimization via AI cited but unquantified. GenAI claimed to reduce payload design time; evidence sparse. Moat: personalized cancer vaccines (Merck partnership), not AI-driven moat per se. Deployment depth shallow—AI is supporting tool, not transformative. Management overstates AI benefit relative to biotech fundamentals. Scoring: Deployment Depth 4/10, Margin Impact 3/10 (pre-commercial), Moat 6/10 (clinical, not AI), Flywheel 2/10, Credibility 5/10 = 20/50 (AI-washing territory). |
 | NuScale Power | Industrials | energy | $10.47 | -4.73% | -- | 42 | -- | NuScale small modular reactor. AI-washing risk high. Limited AI deployment (basic control systems). No margin impact from AI. Execution risk on SMR commercialization. |
| Cheniere Energy | Energy | energy | $298.44 | +2.42% | -- | 41 | -- | Cheniere LNG producer. Limited AI deployment in operations (optimization early stage). Margin impact TBD. Competitive moat tied to assets, not AI. |
| Exxon Mobil | Energy | energycommodities | $170.74 | +3.21% | -- | 39 | -- | ExxonMobil exploring AI for reservoir modeling, supply chain. Margin impact minimal. AI deployment experimental. No genuine competitive advantage demonstrated. |
| AST SpaceMobile Inc | Communication Services | ai-compute | $81.78 | -6.92% | -- | 38 | -- | AST SpaceMobile satellite communication. Limited AI deployment. Revenue model uncertain (early stage). No margin expansion evident. High execution/technology risk. |
| Intel Corporation | Technology | ai-compute | $43.84 | -0.58% | -- | 38 | -- | AI-washing red flag. Gaudi accelerators promise cost parity with H100; actual adoption <5% of market. Management credibility: Pat Gelsinger's AI narrative crisp but execution track record poor (7nm delay, Ponte Vecchio underperformance). Xeon AI extensions marginal. Core data center share eroding to AMD. Margin compression from process node investments without corresponding revenue uplift. 5/10 on deployment depth, 2/10 on competitive moat in AI segment. |
| Chevron Corporation | Energy | energycommodities | $212.27 | +2.16% | -- | 38 | -- | Chevron deploying AI in upstream (exploration). Margin impact from AI cost reduction 1-2%. Deployment stage experimental. No defensible moat. |
 | NextEra Energy | Utilities | energy | $91.88 | +0.79% | -- | -- | -- | -- |
 | Vertex Pharmaceuticals | Healthcare | healthcare | $443.56 | -2.24% | -- | -- | -- | -- |
 | Constellation Energy | Utilities | energy | $305.96 | +3.65% | -- | -- | -- | -- |
 | Fluence Energy | Industrials | energy | $14.58 | -2.52% | -- | -- | -- | -- |
 | Agnico Eagle Mines | Materials | commodities | $192.50 | +2.63% | -- | -- | -- | -- |
 | Coca-Cola Company | Consumer Staples | -- | $75.71 | -- | -- | -- | -- | -- |
 | Procter & Gamble | Consumer Staples | -- | $142.58 | -- | -- | -- | -- | -- |
 | Affirm Holdings | Financials | fintech | $43.13 | -1.63% | -- | -- | -- | -- |
 | Albemarle Corporation | Materials | commoditiesenergy | $180.24 | +3.29% | -- | -- | -- | -- |
 | iShares Gold Trust | Commodities | commodities | $84.96 | +3.50% | -- | -- | -- | -- |
 | Amkor Technology | Technology | ai-compute | $45.62 | +1.06% | -- | -- | -- | -- |
 | Amgen Inc | Healthcare | healthcare | $350.94 | -0.63% | -- | -- | -- | -- |
 | Ares Management | Financials | fintech | $108.15 | +0.21% | -- | -- | -- | -- |
 | Vanguard Total Bond Market ETF | Fixed Income | -- | $73.11 | -0.00% | -- | -- | -- | -- |
 | CRISPR Therapeutics | Healthcare | healthcare | $46.22 | -2.80% | -- | -- | -- | -- |
 | Cameco Corporation | Energy | energycommodities | $104.72 | +0.05% | -- | -- | -- | -- |
 | Berkshire Hathaway Class B | Financials | fintech | -- | -- | -- | -- | -- | -- |
 | Cisco Systems | Technology | ai-computedatacenter | $79.94 | -2.70% | -- | -- | -- | -- |
 | CrowdStrike Holdings | Technology | cybersecurity | $373.22 | -4.94% | -- | -- | -- | -- |
 | Datadog Inc | Technology | ai-compute | $116.17 | -6.54% | -- | -- | -- | -- |
 | Dexcom Inc | Healthcare | healthcare | $62.28 | -5.76% | -- | -- | -- | -- |
 | General Dynamics | Industrials | defence | $349.97 | -1.49% | -- | -- | -- | -- |
 | First Solar Inc | Energy | energy | $193.07 | +3.90% | -- | -- | -- | -- |
 | Fortinet Inc | Technology | cybersecurity | $79.14 | -2.33% | -- | -- | -- | -- |
 | Freeport-McMoRan | Materials | commodities | $56.54 | +1.27% | -- | -- | -- | -- |
 | GE Vernova | Industrials | energy | $863.24 | -1.13% | -- | -- | -- | -- |
 | Barrick Gold Corp | Materials | commodities | $39.94 | +0.95% | -- | -- | -- | -- |
 | SPDR Gold Shares | Commodities | commodities | $414.73 | +3.52% | -- | -- | -- | -- |
 | Johnson & Johnson | Healthcare | healthcare | $240.45 | -- | -- | -- | -- | -- |
 | Mastercard Inc | Financials | fintech | $483.62 | -3.42% | -- | -- | -- | -- |
 | 3M Company | Industrials | -- | -- | -- | -- | -- | -- | -- |
 | Northrop Grumman | Industrials | defence | $686.35 | -0.82% | -- | -- | -- | -- |
 | Cloudflare Inc | Technology | cybersecuritydatacenter | $203.44 | -3.18% | -- | -- | -- | -- |
 | Strategy (MicroStrategy) | Financials | fintech | $126.22 | -5.04% | -- | -- | -- | -- |
 | Quanta Services | Industrials | datacenterenergy | $560.36 | +2.70% | -- | -- | -- | -- |
 | PepsiCo | Consumer Staples | -- | $153.04 | -- | -- | -- | -- | -- |
 | Realty Income Corporation | Real Estate | fintech | $60.69 | -- | -- | -- | -- | -- |
 | RTX Corporation | Industrials | defence | $191.02 | -0.95% | -- | -- | -- | -- |
 | Rocket Lab USA | Industrials | defence | $61.92 | -6.10% | -- | -- | -- | -- |
 | SentinelOne Inc | Technology | cybersecurity | $12.61 | -5.93% | -- | -- | -- | -- |
 | Rubrik Inc | Technology | cybersecurity | $45.97 | -3.40% | -- | -- | -- | -- |
 | Southern Copper | Materials | commodities | $163.49 | +2.33% | -- | -- | -- | -- |
 | SoFi Technologies | Financials | fintech | $15.49 | -2.40% | -- | -- | -- | -- |
 | iShares Silver Trust | Commodities | commodities | $63.42 | +4.36% | -- | -- | -- | -- |
 | iShares 0-3 Month Treasury Bond ETF | Fixed Income | -- | $100.65 | +0.03% | -- | -- | -- | -- |
 | Block Inc | Financials | fintech | $83.46 | +0.57% | -- | -- | -- | -- |
 | iShares 20+ Year Treasury Bond ETF | Fixed Income | -- | $85.64 | -0.55% | -- | -- | -- | -- |
 | Vistra Corp | Utilities | energy | $158.61 | +4.14% | -- | -- | -- | -- |
 | Zscaler Inc | Technology | cybersecurity | $135.63 | -4.15% | -- | -- | -- | -- |
 | Wheaton Precious Metals | Materials | commodities | $124.02 | +4.26% | -- | -- | -- | -- |
 | Xylem Inc | Industrials | commodities | $119.00 | -0.41% | -- | -- | -- | -- |
 | Qualcomm Inc | Technology | ai-compute | $129.19 | -1.03% | -- | -- | -- | -- |
 | Micron Technology | Technology | ai-compute | $365.80 | +2.91% | -- | -- | -- | -- |
 | Vertiv Holdings | Industrials | ai-computedatacenter | $253.75 | +0.53% | -- | -- | -- | -- |
 | Eaton Corporation | Industrials | ai-computeenergy | $359.01 | +0.53% | -- | -- | -- | -- |
 | Intuitive Surgical | Healthcare | healthcare | $454.32 | -3.04% | -- | -- | -- | -- |
 | Intellia Therapeutics | Healthcare | healthcare | $12.44 | -6.08% | -- | -- | -- | -- |
 | Tempus AI | Healthcare | healthcareai-compute | $43.18 | -5.16% | -- | -- | -- | -- |
 | Palo Alto Networks | Technology | cybersecurity | $149.10 | -4.64% | -- | -- | -- | -- |
 | Apollo Global Management | Financials | fintech | $109.66 | -0.29% | -- | -- | -- | -- |
 | Newmont Corporation | Materials | commodities | $102.44 | +3.10% | -- | -- | -- | -- |
 | MP Materials | Materials | commoditiesdefence | $53.22 | +2.94% | -- | -- | -- | -- |
 | iShares Core US Aggregate Bond ETF | Fixed Income | -- | $98.54 | -0.01% | -- | -- | -- | -- |
 | iShares TIPS Bond ETF | Fixed Income | -- | $109.67 | -0.08% | -- | -- | -- | -- |