Themes
Theme cohorts.
30 themes·257 unique tickers·80 cross-theme links·Business Quality + Downside Shield + Reality Check blend
Curated taxonomy · not investment adviceEditorial classification only; live research claims still require cited Dossier evidence.Theme chapters
Each theme starts with inspectable names.
AI Compute Bottleneck
Companies that own scarce inputs to AI compute capacity.
Why this themeThe research question is who controls the constrained components in the AI capacity buildout.
Theme detail — lenses, basis, critical areas
Best judged onBusiness Quality + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Accelerators
- advanced foundry and lithography
- HBM and memory
- networking
- AI cloud capacity
NVNVDANVIDIA
Why hereAccelerators chokepoint — Designs GPUs, networking, systems, and software used to train and run AI models
AMAMDAdvanced Micro Devices
Why hereAccelerators chokepoint — Designs CPUs, GPUs, and adaptive chips for PCs, servers, gaming, and AI accelerators
AVAVGOBroadcom
Why hereAccelerators chokepoint — Semiconductor and infrastructure-software supplier with networking, custom silicon, and VMware exposure
TSTSMTaiwan Semiconductor
Why hereAccelerators chokepoint — World’s largest dedicated chip foundry, manufacturing semiconductors for fabless designers
ASASML
Why hereAccelerators chokepoint — Sells lithography systems, including EUV tools, required for leading-edge chip manufacturing
MUMUMicron Technology
Why hereAccelerators chokepoint — Produces DRAM and NAND memory used in data centers, PCs, phones, and AI systems
CRCRDO
Why hereAccelerators chokepoint — Makes high-speed connectivity chips and optical DSPs for AI and cloud data-center networks
ANANETArista Networks
Why hereAccelerators chokepoint — Builds high-speed cloud networking switches and software for hyperscale data centers
CRCRWVCoreWeave
Why hereAccelerators chokepoint — GPU cloud provider selling AI compute capacity and managed infrastructure to enterprises and labs
IRIREN
Why hereAccelerators chokepoint — Data-center operator focused on bitcoin mining and AI cloud infrastructure using low-cost power
Data Center Power & Cooling
Physical infrastructure for hyperscale AI data centers.
Why this themeAI capacity is bounded by power delivery, thermal management, electrical gear, and buildout execution.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Power systems
- cooling
- switchgear
- construction services
- thermal components
VRVRTVertiv Holdings
Why herePower systems chokepoint — Provides power, cooling, racks, and services for data centers and telecom infrastructure
FLFLNC
Why herePower systems chokepoint
EOEOSE
Why herePower systems chokepoint
ETETNEaton
Why herePower systems chokepoint — Electrical equipment and power-management supplier for data centers, utilities, industry, and buildings
NVNVT
Why herePower systems chokepoint
PWPWR
Why herePower systems chokepoint — Builds and maintains electric-power, grid, and pipeline infrastructure
MOMOD
Why herePower systems chokepoint
ENENS
Why herePower systems chokepoint
GEGEV
Why herePower systems chokepoint — GE’s power business: gas turbines, grid equipment, and wind
SCSCHN.PA
Why herePower systems chokepoint
Hyperscale Cloud & Platforms
The cloud platforms running AI workloads at scale.
Why this themeThe platform layer monetizes compute through workloads, model distribution, developer surfaces, and enterprise adoption.
Theme detail — lenses, basis, critical areas
Best judged onBusiness Quality + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Cloud capex
- model hosting
- enterprise distribution
- data platforms
- observability
MSMSFTMicrosoft
Why hereCloud capex chokepoint — Enterprise and consumer software, cloud infrastructure, productivity apps, gaming, and AI platforms
AMAMZNAmazon
Why hereCloud capex chokepoint — E-commerce, cloud, ads, logistics, and media platform anchored by AWS and marketplace retail
GOGOOGLAlphabet
Why hereCloud capex chokepoint — Alphabet: Google Search, YouTube, Android, cloud, ads, and AI research infrastructure
MEMETAMeta Platforms
Why hereCloud capex chokepoint — Operates Facebook, Instagram, WhatsApp, Threads, ads infrastructure, AI systems, and Reality Labs
ORORCLOracle
Why hereCloud capex chokepoint — Enterprise database, cloud infrastructure, applications, and software company
IBIBM
Why hereCloud capex chokepoint — Enterprise software, consulting, mainframes, and hybrid-cloud/AI
SNSNOWSnowflake
Why hereCloud capex chokepoint — Cloud data platform for analytics, data sharing, applications, and AI workloads
DDDDOG
Why hereCloud capex chokepoint
MDMDBMongoDB
Why hereCloud capex chokepoint — Developer-data platform centered on the MongoDB document database and Atlas cloud service
NENETCloudflare
Why hereCloud capex chokepoint — Cloudflare operates a global edge network for security, delivery, developer, and connectivity services
AI Application Layer
Companies deploying AI to capture end-user value.
Why this themeThe application layer tests which incumbents or specialists convert AI capability into pricing power and workflow share.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Workflow ownership
- enterprise data access
- distribution
- security surface
- vertical adoption
PLPLTRPalantir
Why hereWorkflow ownership chokepoint — Data analytics and AI software platform for government and commercial customers
CRCRMSalesforce
Why hereWorkflow ownership chokepoint — Enterprise customer-relationship software platform spanning sales, service, marketing, and data clouds
NONOWServiceNow
Why hereWorkflow ownership chokepoint — Workflow automation software platform for IT, employee, customer, and creator operations
ININTU
Why hereWorkflow ownership chokepoint
AIAI
Why hereWorkflow ownership chokepoint
ADADBE
Why hereWorkflow ownership chokepoint
ZSZS
Why hereWorkflow ownership chokepoint
OKOKTA
Why hereWorkflow ownership chokepoint
DODOCN
Why hereWorkflow ownership chokepoint
APAPP
Why hereWorkflow ownership chokepoint
AI Antibody & Drug Discovery
AI-native discovery platforms generating novel candidates.
Why this themeThis theme asks which discovery platforms can turn model-assisted biology into durable pipelines, partnerships, and clinical proof.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Wet-lab feedback loops
- proprietary datasets
- candidate generation
- clinical validation
- platform partnerships
ABABCL
Why hereWet-lab feedback loops chokepoint
RXRXRX
Why hereWet-lab feedback loops chokepoint
SDSDGR
Why hereWet-lab feedback loops chokepoint
ABABSCI
Why hereWet-lab feedback loops chokepoint
GHGH
Why hereWet-lab feedback loops chokepoint
EXEXAI
Why hereWet-lab feedback loops chokepoint
PRPRME
Why hereWet-lab feedback loops chokepoint
BEBEAM
Why hereWet-lab feedback loops chokepoint
CRCRSP
Why hereWet-lab feedback loops chokepoint
NTNTLA
Why hereWet-lab feedback loops chokepoint
Gene Therapy Delivery
Companies owning the delivery infrastructure for genetic medicines.
Why this themeDelivery is the practical bottleneck that determines whether genetic medicines reach enough tissue safely and repeatably.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Vectors
- tissue targeting
- manufacturing
- durability
- safety profile
QUQURE
Why hereVectors chokepoint
CLCLPT
Why hereVectors chokepoint
PTPTCT
Why hereVectors chokepoint
SRSRPT
Why hereVectors chokepoint
RGRGNX
Why hereVectors chokepoint
VRVRTX
Why hereVectors chokepoint
IOIONS
Why hereVectors chokepoint
DNDNLI
Why hereVectors chokepoint
CRCRBU
Why hereVectors chokepoint
ARARCT
Why hereVectors chokepoint
Synthetic Biology & DNA Manufacturing
Picks-and-shovels for the biology design revolution.
Why this themeThe theme tracks tools and manufacturing inputs that make biology programmable, measurable, and scalable.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- DNA synthesis
- sequencing
- automation
- enzyme engineering
- bioinformatics
TWTWST
Why hereDNA synthesis chokepoint
GHGH
Why hereDNA synthesis chokepoint
DNDNA
Why hereDNA synthesis chokepoint
CDCDXS
Why hereDNA synthesis chokepoint
ARARQT
Why hereDNA synthesis chokepoint
PAPACB
Why hereDNA synthesis chokepoint
ILILMN
Why hereDNA synthesis chokepoint
QGQGEN
Why hereDNA synthesis chokepoint
AVAVAH
Why hereDNA synthesis chokepoint
IDIDXX
Why hereDNA synthesis chokepoint
Single-Cell & Spatial Genomics
Cellular-resolution biology data generation tools.
Why this themeResolution in biology creates new datasets, assays, and diagnostic/therapeutic workflows that can compound over time.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Single-cell workflows
- spatial imaging
- sequencing throughput
- sample prep
- analysis software
TXTXG
Why hereSingle-cell workflows chokepoint
NSNSTG
Why hereSingle-cell workflows chokepoint
BNBNGO
Why hereSingle-cell workflows chokepoint
AKAKYA
Why hereSingle-cell workflows chokepoint
DNDNAY
Why hereSingle-cell workflows chokepoint
ILILMN
Why hereSingle-cell workflows chokepoint
BIBIO
Why hereSingle-cell workflows chokepoint
AA
Why hereSingle-cell workflows chokepoint
QGQGEN
Why hereSingle-cell workflows chokepoint
PAPACB
Why hereSingle-cell workflows chokepoint
AI Precision Medicine
AI-driven clinical decision and diagnostic platforms.
Why this themePrecision medicine depends on turning molecular, clinical, and claims data into decisions doctors and payers trust.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Clinical evidence
- reimbursement
- data networks
- test adoption
- provider workflow
TETEM
Why hereClinical evidence chokepoint
PSPSNL
Why hereClinical evidence chokepoint
NTNTRA
Why hereClinical evidence chokepoint
GHGH
Why hereClinical evidence chokepoint
CDCDNA
Why hereClinical evidence chokepoint
EXEXAS
Why hereClinical evidence chokepoint
NVNVTA
Why hereClinical evidence chokepoint
GDGDRX
Why hereClinical evidence chokepoint
VEVEEV
Why hereClinical evidence chokepoint
DODOCS
Why hereClinical evidence chokepoint
Obesity & Metabolic Health
GLP-1 economy and metabolic disease treatments.
Why this themeMetabolic health is a large disease market where efficacy, adherence, supply, and reimbursement can reshape care pathways.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Clinical efficacy
- manufacturing supply
- payer coverage
- oral/incretin pipelines
- comorbidity outcomes
LLLLY
Why hereClinical efficacy chokepoint — Pharma leader in diabetes/obesity (Mounjaro, Zepbound) and more
NVNVO
Why hereClinical efficacy chokepoint — Danish pharma leading diabetes/obesity care (Ozempic, Wegovy)
AMAMGN
Why hereClinical efficacy chokepoint — Biotech developing and selling large-molecule drugs across several diseases
VKVKTX
Why hereClinical efficacy chokepoint
ALALT
Why hereClinical efficacy chokepoint
TETERN
Why hereClinical efficacy chokepoint
STSTRC
Why hereClinical efficacy chokepoint
ZLZLDPF
Why hereClinical efficacy chokepoint
ROROG.SW
Why hereClinical efficacy chokepoint
SLSLRP
Why hereClinical efficacy chokepoint
Oncology Frontier
Next-gen cancer therapeutics: ADCs, TCEs, and cell therapies.
Why this themeThe frontier oncology screen looks for platforms with differentiated mechanisms, clinical durability, and strategic scarcity.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Clinical endpoints
- toxicity
- manufacturing
- combination regimens
- strategic M&A interest
DNDNA
Why hereClinical endpoints chokepoint
ZAZAI
Why hereClinical endpoints chokepoint
LELEGN
Why hereClinical endpoints chokepoint
TGTGTX
Why hereClinical endpoints chokepoint
IMIMVT
Why hereClinical endpoints chokepoint
CTCTLT
Why hereClinical endpoints chokepoint — Contract developer and manufacturer of drugs and biologics (CDMO)
ICICVX
Why hereClinical endpoints chokepoint
BCBCDX
Why hereClinical endpoints chokepoint
ARARVN
Why hereClinical endpoints chokepoint
KYKYMR
Why hereClinical endpoints chokepoint
Neurodegeneration & CNS
Treatments for Alzheimer's, Parkinson's, ALS, and Huntington's.
Why this themeCNS is difficult, but validated targets, delivery breakthroughs, and biomarker-driven trials can create outsized evidence gaps.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Biomarkers
- delivery across the CNS
- trial design
- safety
- duration of effect
BIBIIB
Why hereBiomarkers chokepoint
QUQURE
Why hereBiomarkers chokepoint
IOIONS
Why hereBiomarkers chokepoint
ALALNY
Why hereBiomarkers chokepoint
DNDNLI
Why hereBiomarkers chokepoint
PRPRTA
Why hereBiomarkers chokepoint
ANANNX
Why hereBiomarkers chokepoint
ATATXS
Why hereBiomarkers chokepoint
COCOGT
Why hereBiomarkers chokepoint
AVAVDX
Why hereBiomarkers chokepoint
Embodied AI & Humanoid Robotics
Robotics and physical AI deployment.
Why this themeEmbodied AI asks which companies can translate perception, control, and hardware into productive physical labor.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Actuation
- perception
- fleet learning
- manufacturing
- field reliability
TSTSLA
Why hereActuation chokepoint
SYSYM
Why hereActuation chokepoint
OUOUST
Why hereActuation chokepoint
MBMBLY
Why hereActuation chokepoint
SESERV
Why hereActuation chokepoint
ABABBV
Why hereActuation chokepoint — Biopharma behind Humira, Skyrizi, and Rinvoq across immunology and oncology
FAFANUY
Why hereActuation chokepoint
KIKION.DE
Why hereActuation chokepoint
BRBRKR
Why hereActuation chokepoint
RNRNW
Why hereActuation chokepoint
Autonomous Driving Stack
Vehicles, perception, sensors, infrastructure for autonomous mobility.
Why this themeThe autonomy stack is a layered contest across sensors, compute, maps, vehicle integration, data scale, and regulation.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Training data
- sensors
- edge compute
- vehicle integration
- safety validation
TSTSLA
Why hereTraining data chokepoint
MBMBLY
Why hereTraining data chokepoint
GOGOOGLAlphabet
Why hereTraining data chokepoint — Alphabet: Google Search, YouTube, Android, cloud, ads, and AI research infrastructure
OUOUST
Why hereTraining data chokepoint
NVNVDANVIDIA
Why hereTraining data chokepoint — Designs GPUs, networking, systems, and software used to train and run AI models
APAPTV
Why hereTraining data chokepoint
QCQCOM
Why hereTraining data chokepoint
AMAMBA
Why hereTraining data chokepoint
ININDI
Why hereTraining data chokepoint
LALAZR
Why hereTraining data chokepoint
Industrial Automation & Factory AI
Industrial robotics, smart manufacturing, factory autonomy.
Why this themeFactory AI screens for companies that can automate constrained labor, improve throughput, and own industrial data loops.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Controls
- sensors
- robotics
- plant software
- distribution into installed bases
ROROK
Why hereControls chokepoint
EMEMR
Why hereControls chokepoint
ETETNEaton
Why hereControls chokepoint — Electrical equipment and power-management supplier for data centers, utilities, industry, and buildings
HUHUBB
Why hereControls chokepoint
IRIR
Why hereControls chokepoint
ROROP
Why hereControls chokepoint
FAFAST
Why hereControls chokepoint
HOHON
Why hereControls chokepoint — Industrial conglomerate spanning aerospace, automation, and materials
FAFANUY
Why hereControls chokepoint
ABABB.SW
Why hereControls chokepoint
Defense Tech & Autonomous Systems
Defense AI, drones, and autonomous weapons platforms.
Why this themeDefense modernization creates demand for autonomy, software, sensors, and resilient production capacity.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Programs of record
- autonomy software
- sensors
- manufacturing capacity
- classified access
RTRTX
Why herePrograms of record chokepoint
LMLMT
Why herePrograms of record chokepoint
NONOC
Why herePrograms of record chokepoint
LDLDOS
Why herePrograms of record chokepoint
GDGD
Why herePrograms of record chokepoint
AVAVAV
Why herePrograms of record chokepoint
KTKTOS
Why herePrograms of record chokepoint
ATATOM
Why herePrograms of record chokepoint
PLPLTRPalantir
Why herePrograms of record chokepoint — Data analytics and AI software platform for government and commercial customers
HIHII
Why herePrograms of record chokepoint
Space Infrastructure
Launch, satellites, defense space, and Earth observation.
Why this themeSpace infrastructure combines launch cadence, orbital assets, communications, defense demand, and data products.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Launch cadence
- satellite networks
- ground systems
- defense demand
- Earth observation data
RKRKLB
Why hereLaunch cadence chokepoint
ASASTS
Why hereLaunch cadence chokepoint
IRIRDM
Why hereLaunch cadence chokepoint
PLPL
Why hereLaunch cadence chokepoint
LULUNR
Why hereLaunch cadence chokepoint
RTRTX
Why hereLaunch cadence chokepoint
LMLMT
Why hereLaunch cadence chokepoint
SASATL
Why hereLaunch cadence chokepoint
ARAROC
Why hereLaunch cadence chokepoint
MAMAXR
Why hereLaunch cadence chokepoint
Nuclear Renaissance
Uranium, enrichment, reactors, and components.
Why this themeNuclear screens for scarce fuel-cycle capacity, long-lived baseload demand, advanced reactors, and component suppliers.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Uranium
- enrichment
- reactor design
- qualified components
- regulatory approvals
LELEU
Why hereUranium chokepoint — Enriches uranium, including HALEU for advanced reactors
BWBWXT
Why hereUranium chokepoint — Supplies nuclear reactor components for naval and government programs
CCCCJ
Why hereUranium chokepoint
URURA
Why hereUranium chokepoint
NXNXE
Why hereUranium chokepoint
OKOKLO
Why hereUranium chokepoint — Developing small fast-fission microreactors to sell power (pre-revenue)
SMSMR
Why hereUranium chokepoint — NuScale: developer of small modular nuclear reactors (pre-revenue)
NSNSC
Why hereUranium chokepoint
BWBW
Why hereUranium chokepoint
ASASPI
Why hereUranium chokepoint
Grid Infrastructure
Transmission, distribution, grid hardening, and T&D equipment.
Why this themeGrid capacity is a physical constraint on electrification, compute growth, resilience, and industrial reshoring.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Transformers
- switchgear
- transmission
- utility capex
- installation labor
GEGEV
Why hereTransformers chokepoint — GE’s power business: gas turbines, grid equipment, and wind
ETETNEaton
Why hereTransformers chokepoint — Electrical equipment and power-management supplier for data centers, utilities, industry, and buildings
HUHUBB
Why hereTransformers chokepoint
PWPWR
Why hereTransformers chokepoint — Builds and maintains electric-power, grid, and pipeline infrastructure
PNPNR
Why hereTransformers chokepoint
EMEMR
Why hereTransformers chokepoint
PCPCG
Why hereTransformers chokepoint
PEPEG
Why hereTransformers chokepoint
SOSO
Why hereTransformers chokepoint — Regulated electric and gas utility across the U.S
ATATKR
Why hereTransformers chokepoint
Energy Storage & Battery Tech
Grid-scale storage, long-duration batteries, and energy management.
Why this themeStorage determines how intermittent power and grid constraints translate into usable capacity.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Battery chemistry
- grid interconnect
- software control
- supply chain
- project finance
FLFLNC
Why hereBattery chemistry chokepoint
EOEOSE
Why hereBattery chemistry chokepoint
TSTSLA
Why hereBattery chemistry chokepoint
ENENPH
Why hereBattery chemistry chokepoint
STSTEM
Why hereBattery chemistry chokepoint
ALALB
Why hereBattery chemistry chokepoint
PLPLUG
Why hereBattery chemistry chokepoint
BLBLDP
Why hereBattery chemistry chokepoint
QSQS
Why hereBattery chemistry chokepoint
LILICY
Why hereBattery chemistry chokepoint
Solar Manufacturing & Deployment
Photovoltaic supply chain, residential solar, and utility solar.
Why this themeSolar is a scale and margin contest across modules, inverters, trackers, installers, policy, and supply chains.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Modules
- inverters
- trackers
- installation channels
- policy and trade rules
FSFSLR
Why hereModules chokepoint
ENENPH
Why hereModules chokepoint
SESEDG
Why hereModules chokepoint
ARARRY
Why hereModules chokepoint
NXNXT
Why hereModules chokepoint
RURUN
Why hereModules chokepoint
SHSHLS
Why hereModules chokepoint
CSCSIQ
Why hereModules chokepoint
JKJKS
Why hereModules chokepoint
DQDQ
Why hereModules chokepoint — Produces high-purity polysilicon used in solar panels
Fossil Energy & LNG
Oil, gas, LNG infrastructure: still the largest energy market.
Why this themeThe theme keeps the base energy system visible while tracking cash generation, LNG demand, reserves, and capital discipline.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Resource quality
- LNG export capacity
- midstream contracts
- decline rates
- capital discipline
XOXOM
Why hereResource quality chokepoint
CVCVX
Why hereResource quality chokepoint
COCOP
Why hereResource quality chokepoint
OXOXY
Why hereResource quality chokepoint
FAFANG
Why hereResource quality chokepoint
EQEQT
Why hereResource quality chokepoint
LNLNG
Why hereResource quality chokepoint
CTCTRA
Why hereResource quality chokepoint
PRPR
Why hereResource quality chokepoint
TPTPL
Why hereResource quality chokepoint
Payments & Embedded Finance
Payment networks, processing, and embedded fintech.
Why this themePayments tracks durable transaction rails, software distribution, embedded lending, and take-rate pressure.
Theme detail — lenses, basis, critical areas
Best judged onBusiness Quality + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Network acceptance
- merchant distribution
- risk underwriting
- software attach
- regulatory exposure
VV
Why hereNetwork acceptance chokepoint
MAMA
Why hereNetwork acceptance chokepoint
PYPYPL
Why hereNetwork acceptance chokepoint
SQSQ
Why hereNetwork acceptance chokepoint
ADADYEY
Why hereNetwork acceptance chokepoint
TOTOST
Why hereNetwork acceptance chokepoint
FOFOUR
Why hereNetwork acceptance chokepoint
AFAFRM
Why hereNetwork acceptance chokepoint
BIBILL
Why hereNetwork acceptance chokepoint
FIFIS
Why hereNetwork acceptance chokepoint
Crypto & Digital Assets Infrastructure
Exchanges, miners, payments, stablecoins, and custody.
Why this themeDigital-asset infrastructure screens for leverage to custody, liquidity, mining economics, treasury exposure, and regulation.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Liquidity venues
- custody
- mining power
- stablecoin rails
- regulatory permissions
COCOIN
Why hereLiquidity venues chokepoint
IRIREN
Why hereLiquidity venues chokepoint — Data-center operator focused on bitcoin mining and AI cloud infrastructure using low-cost power
CICIFR
Why hereLiquidity venues chokepoint
MAMARA
Why hereLiquidity venues chokepoint
RIRIOT
Why hereLiquidity venues chokepoint
HOHOOD
Why hereLiquidity venues chokepoint
PYPYPL
Why hereLiquidity venues chokepoint
BTBTCS
Why hereLiquidity venues chokepoint
MSMSTR
Why hereLiquidity venues chokepoint
BKBKKT
Why hereLiquidity venues chokepoint
Software Infra & Data Tools
Modern data stack, observability, and developer platforms.
Why this themeSoftware infrastructure tracks systems that become default paths for data, logs, models, releases, and developer workflows.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Data gravity
- observability
- developer adoption
- cloud marketplace distribution
- security posture
SNSNOWSnowflake
Why hereData gravity chokepoint — Cloud data platform for analytics, data sharing, applications, and AI workloads
DDDDOG
Why hereData gravity chokepoint
MDMDBMongoDB
Why hereData gravity chokepoint — Developer-data platform centered on the MongoDB document database and Atlas cloud service
ESESTC
Why hereData gravity chokepoint
GTGTLB
Why hereData gravity chokepoint
NENETCloudflare
Why hereData gravity chokepoint — Cloudflare operates a global edge network for security, delivery, developer, and connectivity services
DTDT
Why hereData gravity chokepoint
ZSZS
Why hereData gravity chokepoint
CFCFLT
Why hereData gravity chokepoint
FRFROG
Why hereData gravity chokepoint
Cybersecurity
Network, identity, cloud security, and SecOps.
Why this themeSecurity spend follows attack surface expansion; the screen looks for durable control points and platform consolidation.
Theme detail — lenses, basis, critical areas
Best judged onBusiness Quality + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Endpoint
- identity
- cloud posture
- network edge
- security operations
CRCRWD
Why hereEndpoint chokepoint
PAPANW
Why hereEndpoint chokepoint
FTFTNT
Why hereEndpoint chokepoint
ZSZS
Why hereEndpoint chokepoint
OKOKTA
Why hereEndpoint chokepoint
SS
Why hereEndpoint chokepoint
RBRBRK
Why hereEndpoint chokepoint
CYCYBR
Why hereEndpoint chokepoint
NENETCloudflare
Why hereEndpoint chokepoint — Cloudflare operates a global edge network for security, delivery, developer, and connectivity services
TETENB
Why hereEndpoint chokepoint
AI-Native Application Companies
New companies built AI-first versus incumbents adding AI.
Why this themeThis screen asks which applications have AI in the product loop rather than as surface-level positioning.
Theme detail — lenses, basis, critical areas
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Model-native workflows
- user data loops
- distribution
- pricing power
- unit economics
PLPLTRPalantir
Why hereModel-native workflows chokepoint — Data analytics and AI software platform for government and commercial customers
APAPP
Why hereModel-native workflows chokepoint
DUDUOL
Why hereModel-native workflows chokepoint
GLGLBE
Why hereModel-native workflows chokepoint
HUHUBS
Why hereModel-native workflows chokepoint
DADASH
Why hereModel-native workflows chokepoint
ABABNB
Why hereModel-native workflows chokepoint
CFCFLT
Why hereModel-native workflows chokepoint
RBRBLX
Why hereModel-native workflows chokepoint
UU
Why hereModel-native workflows chokepoint
Precious Metals & Hard Assets
Gold, silver, mining, and hard-money preservation.
Why this themeHard-asset screens track stores of value, miner operating leverage, royalties, and inflation/liquidity sensitivity.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Reserves
- production costs
- royalty streams
- jurisdiction risk
- metal price leverage
GOGOLD
Why hereReserves chokepoint
GLGLD
Why hereReserves chokepoint
PSPSLV
Why hereReserves chokepoint
SLSLV
Why hereReserves chokepoint
NENEM
Why hereReserves chokepoint
PAPAAS
Why hereReserves chokepoint
AEAEM
Why hereReserves chokepoint
FNFNV
Why hereReserves chokepoint
WPWPM
Why hereReserves chokepoint
SISIL
Why hereReserves chokepoint
Critical Minerals & Mining
Lithium, copper, rare earths, and processing infrastructure.
Why this themeCritical minerals are upstream constraints on electrification, defense, semiconductors, and battery supply chains.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Ore bodies
- processing
- permitting
- offtake contracts
- geopolitical supply
ALALB
Why hereOre bodies chokepoint
LALAC
Why hereOre bodies chokepoint
FCFCX
Why hereOre bodies chokepoint
SCSCCO
Why hereOre bodies chokepoint
MPMP
Why hereOre bodies chokepoint
LYLYC.AX
Why hereOre bodies chokepoint
TRTROX
Why hereOre bodies chokepoint
IDIDR
Why hereOre bodies chokepoint
USUSAR
Why hereOre bodies chokepoint
TMTMC
Why hereOre bodies chokepoint
Real Estate & Hard Real Assets
Real estate, infrastructure, REITs, and land.
Why this themeReal assets screens for location scarcity, contracted cash flows, inflation sensitivity, and infrastructure demand.
Theme detail — lenses, basis, critical areas
Best judged onDownside Shield + Reality Check
- Evidence boundary
- Not cited Deep Dive evidence until a Dossier is run.
- Reader action
- Open a name on the Board to inspect it, then run the cited Deep Dive.
Critical areas- Data centers
- logistics
- towers
- healthcare real estate
- land and royalties
PLPLD
Why hereData centers chokepoint
AMAMT
Why hereData centers chokepoint
EQEQIX
Why hereData centers chokepoint
DLDLR
Why hereData centers chokepoint
SPSPG
Why hereData centers chokepoint
WEWELL
Why hereData centers chokepoint
IRIRM
Why hereData centers chokepoint
OO
Why hereData centers chokepoint
TPTPL
Why hereData centers chokepoint
LBLB
Why hereData centers chokepoint
Theme membership is curated informational context. Compare names on the Ranking Board or run a cited Deep Dive from a ticker page.
