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# Symbol Segments Name Multiple Alignment Thesis
1 HURA biotech healthcare TuHURA Biosciences, Inc. 13.9x 0.20 A micro-cap, Phase 3 “checkpoint-resistance” lever: if IFx-2.0 clears its SPA-aligned ORR bar and TuHURA avoids value-destructive dilution, it can step-function from survival financing to a partnerable combo asset by 2030.
2 NTLA biotech healthcare Intellia Therapeutics, Inc. 11.8x 0.40 If lonvo-z becomes a trusted one-time HAE prophylaxis with payer-ready contracting and clean hepatic safety, NTLA can re-rate from “platform on probation” to a first-launch rare-disease commercial story; nex-z (ATTR) is upside optionality but not required for a multi-year revaluation.
3 ETH crypto finance software Ethereum Network 7.2x 0.80 ETH is a leveraged claim on neutral, institutional-grade programmable settlement: if stablecoins/RWAs + agentic payments scale on Ethereum-aligned rails and L1 re-captures a modest share of execution spend (fees + ordering), today’s low monetization can flip into a durable 2030 re-rate.
4 BTC crypto cybersecurity energy finance Bitcoin Network 6.6x 0.90 By 2030 Bitcoin can re-rate as neutral reserve collateral in an AI-accelerated world: deeper regulated access (ETFs/custody), corporate/sovereign absorption, and halvings tightening float support a ~$11.5T network value (~$550k/BTC) if mining decentralization and policy resilience hold.
5 SPIR ai defense energy enterprise space Spire Global, Inc. 6.2x 0.60 Spire can re-rate from “lumpy space contractor” to a trusted space-data utility by converting $200M+ RPO into higher-SLA RF intelligence and weather decision products, while keeping constellation capex disciplined and proving break-even by late 2026.
6 ATOM crypto finance networking software Cosmos Hub 6.2x 0.60 ATOM is a distressed option on Cosmos Hub turning interoperability distribution (routing defaults) + shared-security services into auditable cashflows; if routing and security revenues become legible and dilution is contained, the market can re-rate ATOM from “yield beta” to infrastructure.
7 QUBT ai cybersecurity hardware quantum semiconductors Quantum Computing Inc. 6.2x 0.60 QUBT is a cash-heavy, U.S.-based photonics manufacturing + security platform: if it converts small-batch photonics into qualified, repeatable shipments and attaches recurring security software/services by 2028–2029, equity can compound into 2030 despite today’s tiny revenue base.
8 POL crypto finance networking software Polygon Ecosystem Token 6.0x 0.50 Polygon’s non-linear upside is converting “cheap blockspace” into a cross-chain settlement + payments platform: if AggLayer becomes a default interoperability/liquidity layer while Polygon PoS stays payments-grade, POL can re-rate on expanding fee surfaces (interop, proving, intents) rather than just low gas fees.
9 MBLY ai automotive semiconductors software transportation Mobileye Global Inc. 5.7x 0.60 MBLY is a depressed-price autonomy compounder: if it converts its ADAS installed base into higher content-per-vehicle (hands-free → eyes-off) plus recurring safety/mapping software, it can re-rate from auto-supplier multiples toward a software-enabled compute platform by 2030.
10 AVAX crypto finance software Avalanche Network 5.6x 0.60 AVAX is a convex bet that “many sovereign chains” becomes a single composable liquidity surface (via native messaging + canonical routing) and that regulated tokenization + stablecoin rails add durable fee demand without fragmenting the gas/settlement premium away from AVAX.
11 RLAY ai biotech healthcare Relay Therapeutics, Inc. 5.6x 0.50 If Phase 3 confirms a clinically meaningful efficacy/tolerability edge for zovegalisib, Relay can shift from “cash-backed optionality” to an emerging commercial oncology story by 2030, with upside from lifecycle expansion plus selective platform/partnering monetization.
12 AISP ai cybersecurity defense hardware software Airship AI Holdings, Inc. 5.6x 0.60 If Airship converts its federal pipeline into repeatable, higher-margin recurring software/support (and adds trust features like provenance + governed federation), it can re-rate from lumpy edge-hardware projects to a small but defensible public-safety data platform by 2030.
13 PDYN ai defense hardware robotics software Palladyne AI Corp. 5.4x 0.60 PDYN’s non-linear upside is converting edge autonomy from bespoke pilots into a repeatable “autonomy + avionics + domestic production” stack, then monetizing trust (verified autonomy), distribution (OEM/integrator bundles), and ecosystem pull (certified behaviors) as robotics adoption accelerates and defense reshoring budgets expand.
14 APUS ai biotech crypto finance healthcare Apimeds Pharmaceuticals US, Inc. 5.4x 0.40 APUS can compound from a microcap “story stock” into a fundable platform if it (1) de-risks Apitox into a partnerable late-stage non-opioid asset and (2) proves MindWave’s compliance-first treasury controls can turn BTC volatility into runway, not dilution—yet the outcome hinges on capital-structure discipline.
15 MSTR ai crypto enterprise finance software Strategy Inc. 5.2x 0.70 If Bitcoin keeps monetizing as global collateral, Strategy can compound per-share BTC exposure via its multi-instrument issuance stack; the upside is non-linear if its “capital markets platform” keeps funding BTC accumulation without forced selling in downcycles.
16 DOT crypto finance networking software Polkadot Network 5.2x 0.60 DOT is an under-owned option on Polkadot converting “shared security + interoperable capacity markets” into a chain-abstracted execution layer; if Revive + intent UX pulls real app demand onto the Hub and into DOT-denominated sinks, value capture can step-change and DOT can re-rate into 2030.
17 FIL ai cloud crypto enterprise software Filecoin Network 5.1x 0.60 FIL is asymmetric if Filecoin converts its large storage footprint into metered, verifiable “data + delivery” services (hot storage, retrieval attestations, programmable payments), making FIL demand track real AI/web3 data throughput by 2030 rather than subsidized capacity.
18 NNOX ai hardware healthcare medical devices software Nano-X Imaging Ltd. 5.1x 0.50 If Nanox converts its growing deployment funnel into repeatable utilization, it can re-rate from “hardware pilot” to a scan-to-report workflow business where recurring reading + AI findings compound faster than system placements.
19 PRME biotech healthcare Prime Medicine, Inc. 5.0x 0.45 PRME’s non-linear upside is a credibility transition: PM359 durability + clean safety establishes prime editing in humans, then 2026–2027 in vivo liver data plus repeatable partnering reduces dilution and earns a platform re-rate into 2030.
20 BEAM ai biotech healthcare Beam Therapeutics Inc. 5.0x 0.50 If Beam converts its strong sickle-cell dataset into a clear late-decade approval path while its liver in vivo program avoids class-wide safety setbacks, the stock can re-rate from “R&D option” to “multi-asset platform,” with non-linear upside from faster follow-ons, licensing, and improved trial/manufacturing cadence.
21 SOL ai crypto finance networking software Solana Network 4.6x 0.75 Solana’s non-linear upside is turning “speed + single-state composability” into durable, institution- and agent-grade settlement share by capturing more of transaction-execution value (not just activity), helped by multi-client resilience and intent-style execution that makes high-velocity markets and payments trustworthy at scale.
22 CRSP biotech healthcare CRISPR Therapeutics AG 4.3x 0.45 CRSP’s non-linear upside by 2030 comes from turning a first-in-class launch (CASGEVY economics) into a repeatable, multi-asset engine: higher real-world treatment-center throughput + earlier-age expansion in hemoglobinopathies, plus one cardiometabolic in vivo program progressing to registrational-grade durability/safety—amplified by workflow software, better payer rails for one-time therapies, and automation-driven manufacturing leverage.
23 AI ai automation cloud enterprise software C3.ai, Inc. 4.3x 0.50 If the CEO-led GTM reset turns partner-heavy pilots into repeatable, governed production deployments (especially Federal), C3.ai can restore durable growth and re-rate as an enterprise workflow layer for audited agents by 2030.
24 SERV ai automation robotics transportation Serve Robotics Inc. 4.3x 0.70 SERV’s non-linear upside is converting a 2,000-robot footprint into high-utilization city “capacity” (food + parcels/returns) while reducing platform dependence; if it proves repeatable launches + daypart smoothing, the market can re-rate it from prototype economics to scaled urban logistics throughput.
25 POET ai hardware networking semiconductors POET Technologies Inc. 4.1x 0.60 POET’s non-linear upside is a “scale-or-stall” bet: if it converts 800G→1.6T program momentum into repeatable high-yield volume using its Malaysia footprint and deploys its now-large cash position into supply/security-of-supply and selective tuck-ins, it can graduate from prototype economics to a credible AI-optics merchant platform by 2030.
26 NBIS ai cloud energy hardware software Nebius Group N.V. 4.0x 0.80 Nebius can convert scarce power+GPU supply into long-dated, committed AI infrastructure revenue (hyperscalers + enterprises), then defend utilization by adding sovereign and higher-trust layers—if it funds the buildout with contract-backed financing rather than perpetual dilution.
27 RXRX ai biotech healthcare software Recursion Pharmaceuticals, Inc. 3.9x 0.70 If Recursion converts its partner-funded discovery engine into repeatable clinical translation and productizes pieces of its clinical-tech stack, it can re-rate from lumpy milestones to a platform+product biotech by 2030.
28 AMPX aerospace defense energy evtol hardware Amprius Technologies, Inc. 3.9x 0.60 If Amprius turns today’s drone/defense design-ins into repeatable, higher-utilization partner production (while adding software/licensing attach), it can scale revenue non-linearly by 2030 without matching the capex burden of vertically integrated cell makers.
29 AUR ai automation hardware robotics transportation Aurora Innovation, Inc. 3.8x 0.70 Aurora’s non-linear upside is turning early driverless freight into a repeatable “lane + hardware + workflow” rollout (hundreds of trucks in 2026; scaled OEM-integrated deployments after 2027), so it captures a small but valuable slice of linehaul spend and re-rates from option value to autonomy infrastructure by 2030.
30 FIVN ai cloud communications enterprise software Five9, Inc. 3.8x 0.60 Five9 can re-rate and compound through 2030 by shifting from per-seat CCaaS to outcome-priced autonomous resolution, with AI attach + trust/security becoming premium SKUs as AI commoditizes labor but raises fraud/verification needs.
31 SDGR ai biotech enterprise healthcare software Schrödinger, Inc. 3.7x 0.70 SDGR can compound like an R&D “operating system” if it keeps therapeutics option value partner-funded, grows hosted enterprise software, and productizes trust (auditability/security) so computational evidence becomes procurement- and regulator-ready, turning episodic science wins into repeatable, higher-ARPA contracts.
32 LINK ai crypto finance software Chainlink Network 3.6x 0.70 LINK’s non-linear upside is finally getting a clearer value-capture rail: Payment Abstraction + the LINK Reserve can convert enterprise/on-chain service revenue into persistent LINK demand, while CCIP and institutional-grade workflows expand the payable surface area by 2030.
33 S ai cloud cybersecurity enterprise software SentinelOne, Inc. 3.6x 0.70 If SentinelOne sustains ~20%+ platform growth while compounding “data + agentic workflows” into higher attach (SIEM/data, cloud security, AI runtime governance, outcome-priced SOC), it can re-rate from a challenger discount toward a durable cyber platform by 2030 despite bundle pressure from larger suites.
34 OUST ai automotive hardware robotics software Ouster, Inc. 3.4x 0.60 OUST’s non-linear upside is converting growing lidar shipments into a software-attached, outcomes-priced “sensing + perception” platform for logistics yards, cities, and security—where deployment data, uptime trust, and integrator distribution compound faster than hardware ASP erosion.
35 SMCI ai cloud enterprise hardware Super Micro Computer, Inc. 3.4x 0.55 Supermicro can compound through 2030 by staying first-to-market on GPU rack platforms (especially liquid-cooled), industrializing factory-integrated racks to cut time-to-online, and attaching higher-trust services (security, compliance, lifecycle) that modestly lifts its hardware multiple despite OEM/ODM price pressure.
36 WULF ai cloud crypto energy TeraWulf Inc. 3.4x 0.70 WULF is converting scarce, power-rich campuses into long-duration, credit-enhanced AI data-center cash flows; if the 2026–2028 delivery slate lands on-time, equity can compound ~2–3x by 2030 despite heavy leverage.
37 RCAT ai defense hardware robotics software Red Cat Holdings, Inc. 3.4x 0.60 If Red Cat converts its U.S. Army “program beachhead” into repeatable high-volume deliveries and attaches controller + autonomy updates + sustainment, it can graduate from lumpy microcap supplier to scaled defense-robotics OEM by 2030.
38 CORZ ai cloud crypto energy hardware Core Scientific, Inc. 3.4x 0.60 CORZ can compound value by converting scarce, already-energized U.S. power and campuses into long-duration, dollar-denominated AI colocation cash flows, while keeping bitcoin exposure as a call option—not the underwriting base.
39 AAOI ai communications hardware networking semiconductors Applied Optoelectronics, Inc. 3.3x 0.60 AAOI’s non-linear shot is turning 800G from qualification into repeat volume while scaling U.S.-anchored, vertically integrated manufacturing; if it converts early hyperscale orders into multi-customer programs and stabilizes gross margin/working capital, it can re-rate from “ramp trade” to durable AI-interconnect supplier by 2030.
40 IREN ai cloud crypto energy hardware IREN Limited 3.3x 0.80 IREN’s non-linear upside comes from converting scarce, grid-connected power into hyperscaler-grade AI capacity fast; the Microsoft anchor deal plus repeatable financing structures can turn a miner footprint into a contracted “compute utility” by 2030.
41 CRWV ai cloud enterprise hardware CoreWeave, Inc. 3.2x 0.80 CoreWeave can compound into a scaled “AI compute utility + platform attach” by converting its contracted demand/backlog into delivered capacity, then defending pricing with higher-level inference, security, and regulated workloads; the swing factor is whether leverage/capex cadence stays financeable through inevitable build and power bottlenecks.
42 BKSY ai defense software space BlackSky Technology Inc. 3.2x 0.60 Gen-3 launch cadence + much faster commissioning can turn BlackSky from “imagery delivery” into “alerts and monitoring subscriptions” for allied defense and critical infrastructure; if it standardizes sovereign deployments and bundles multi-sensor access, revenue scales faster than satellites and the multiple trends toward defense software.
43 RIOT ai cloud crypto energy hardware Riot Platforms, Inc. 3.1x 0.60 RIOT’s non-linear upside is a valuation re-rate from “BTC miner” to “power-and-land backed compute infrastructure” by contracting tenant-grade AI/HPC capacity at Corsicana while using self-mining as the flexible swing load that monetizes power volatility and funds buildout.
44 DNA ai automation biotech healthcare Ginkgo Bioworks Holdings, Inc. 3.1x 0.60 If Ginkgo converts bespoke cell-engineering into repeatable, SLA-backed autonomous-lab tools (plus multi-year biosecurity programs), revenue durability can rise enough to support a modest re-rate by 2030 despite continued capital/lease leverage.
45 TWST automation biotech healthcare software Twist Bioscience Corporation 3.1x 0.60 As AI makes “designing biology” cheap, Twist can be the scaled, trusted “biology fulfillment + verification” layer—compounding SynBio/NGS share while moving up-stack into higher-trust nucleic-acid supply and compliance-grade workflows that unlock a durable re-rate if FY26 EBITDA breakeven is hit.
46 ACHR aerospace automation defense evtol transportation Archer Aviation Inc. 3.1x 0.60 If Archer converts its cash-backed certification + manufacturing ramp into repeatable fleet operations (LA hub/partners) and expands defense/powertrain adjacencies, the equity can re-rate from “R&D option” to “scaled operator + platform supplier” into 2030.
47 SMR energy nuclear NuScale Power Corporation 3.0x 0.65 NuScale is an “compute-for-power” option: if ENTRA1/TVA and other pipelines convert into bankable, repeatable builds (not just announcements), its NRC-approved design + licensing/services model can scale non-linearly into 2030; if not, dilution and timeline drift dominate equity outcomes.
48 BFLY ai healthcare medical devices semiconductors software Butterfly Network, Inc. 3.0x 0.60 If Butterfly turns bedside ultrasound from a probe purchase into an enterprise workflow layer (documentation, QA, interoperability, billing capture) via Compass AI, it can grow faster than the underlying device market and earn a durable, higher-quality recurring revenue mix by 2030.
49 INOD ai communications enterprise healthcare software Innodata Inc. 2.9x 0.60 In a world where cognition gets cheap, “trusted, auditable training/evaluation data” becomes scarce; Innodata can scale its AI data factory into a more software-like quality layer (platform + regulated/federal expansion), but must diversify beyond a few hyperscaler buyers to sustain a premium multiple into 2030.
50 TSLA ai automotive energy robotics software Tesla, Inc. 2.9x 0.70 Tesla’s 2025–2030 upside is a mix-shift: EV hardware stays large but funds higher-margin network revenue (autonomy/mobility services, charging software, insurance) while grid storage scales into AI datacenter power and flexibility—if safety/regulatory gates clear fast enough to preserve a tech-like multiple.
51 RR ai automation enterprise hardware robotics Richtech Robotics Inc. 2.8x 0.60 If Richtech turns its 450+ deployment footprint into repeatable, multi-site enterprise rollouts—and layers higher-margin software, data services, and uptime-grade support—the business can compound non-linearly by 2030; the stock outcome hinges on dilution discipline and service reliability at scale.
52 IONQ cybersecurity defense hardware quantum space IonQ, Inc. 2.7x 0.70 IonQ’s best non-linear path to 2030 is not “one killer quantum app,” but bundling scarce, trust-heavy infrastructure (quantum compute access + quantum-safe security + assured timing) into contracted, compliance-driven products where buyers pay for verification, uptime, and sovereignty—not experimentation.
53 FLNC ai energy hardware software Fluence Energy, Inc. 2.7x 0.60 If Fluence converts record backlog into repeatable, low-incident deliveries while attaching higher-margin services + optimization, it can re-rate from “project integrator” toward “bankable grid control-plane,” riding AI-driven load growth and power-price volatility into 2030.
54 AMD ai enterprise hardware semiconductors Advanced Micro Devices, Inc. 2.7x 0.70 AMD can compound equity value through 2030 by scaling from “credible #2 silicon” into a repeatable rack-scale AI platform (CPU+GPU+networking+software), monetizing multi-sourcing and sovereign/enterprise demand while adding higher-margin software/services attach that reduces pure chip-cycle dependence.
55 JBL ai automation energy enterprise hardware Jabil Inc. 2.5x 0.50 Jabil can compound faster than a typical EMS peer by riding AI data-center buildouts (compute, cooling, power) while productizing higher-value infrastructure modules and compliance/security services that lift mix, resilience, and the market’s willingness to pay a higher multiple.
56 PATH ai automation cloud enterprise software UiPath, Inc. 2.5x 0.60 UiPath can compound from “automation tools” into the governed execution layer for enterprise agents by monetizing orchestration, security controls, and outcome packaging across its installed base—driving durable mid-teens growth and a modest multiple re-rate into 2030.
57 COIN crypto cybersecurity finance software Coinbase Global, Inc. 2.4x 0.70 Coinbase can de-cycle from spot-fee dependence into regulated onchain financial infrastructure (derivatives, stablecoin payments, tokenized assets, identity/security and agent-safe wallets), compounding revenue while retaining a durable “trusted gateway” role as cognition commoditizes and policy-driven agents transact at scale.
58 SOUN ai automotive enterprise software SoundHound AI, Inc. 2.4x 0.60 If SoundHound turns “voice UI” into “voice transactions” (reservations, parking/payment, ordering, service workflows) while compressing inference costs, it can grow into a scaled applied-AI platform and earn a durable software valuation by 2030 despite hyperscaler pressure.
59 TEM ai biotech healthcare software Tempus AI, Inc. 2.4x 0.70 Tempus can convert regulated diagnostics throughput into a compounding data + clinical-workflow platform: as AI commoditizes cognition, durable value shifts to trusted distribution, governed datasets, and auditability—driving a mix shift from lab revenue to higher-multiple software/data by 2030.
60 ESTC ai cloud cybersecurity enterprise software Elastic N.V. 2.4x 0.60 Elastic can compound into a higher-trust enterprise retrieval + telemetry system: steady cloud growth plus premium governance and closed-loop automation tiers can support ~2x EV by 2030 if Elastic stays the neutral layer across clouds and avoids being bundled out by incumbents.
61 HUT ai cloud crypto energy hardware Hut 8 Corp. 2.4x 0.70 Hut 8’s non-linear upside is converting scarce “deliverable MW” into investment-grade-backed AI campus cash flows (plus services), shifting valuation from BTC beta to contracted infrastructure—if it can scale without value-destructive dilution.
62 APLD ai cloud energy networking Applied Digital Corporation 2.4x 0.65 If Applied Digital converts its contracted AI-campus leases into repeatable, on-time deliveries while keeping the capital stack mostly asset-level (and broadening beyond a single anchor tenant), it can compound into a scaled “compute real-estate” platform by 2030 despite high leverage and construction risk.
63 MRVL ai cybersecurity hardware networking semiconductors Marvell Technology, Inc. 2.4x 0.60 Marvell can compound into 2030 by becoming the connective tissue of AI clusters (custom silicon + high-speed interconnect + emerging optical scale-up), with upside from turning lumpy hyperscaler co-design into multi-year platforms and adding higher-quality attach in security/telemetry.
64 CRNC ai automotive software Cerence Inc. 2.4x 0.60 Cerence’s 2030 upside is converting its embedded OEM footprint into higher-ARPU recurring software (agent platform + lifecycle agents + safety/assurance), while using improved cash generation and IP monetization to de-lever and earn a durable software multiple rather than a low-growth auto-supplier multiple.
65 BBAI ai cybersecurity defense software BigBear.ai Holdings, Inc. 2.4x 0.55 BBAI’s unusually large liquidity war-chest can fund a pivot from lumpy federal services to repeatable secure AI software (via Ask Sage) and identity workflow monetization, enabling 2–3× EV compounding by 2030 if mix shifts and procurement timing normalizes.
66 AVAV aerospace ai defense robotics space AeroVironment, Inc. 2.3x 0.70 AeroVironment can compound by turning scaled “drones + counter-drones” manufacturing into a higher-attach, software-and-operations-led defense platform, if BlueHalo integration converts bookings/backlog into predictable delivery cadence and recurring mission software/services by 2030.
67 AMBA ai automotive hardware robotics semiconductors Ambarella, Inc. 2.3x 0.60 Edge-AI inference is shifting from cloud to endpoints; Ambarella can compound by turning vision SoCs (CVflow/N1) into a higher-ASP, higher-durability “trusted edge perception” stack (security + provenance + update tooling), but must de-risk distributor/customer concentration to sustain a premium multiple into 2030.
68 DDOG ai cloud cybersecurity enterprise software Datadog, Inc. 2.3x 0.70 Datadog can compound into an AI-era operations control plane: more AI workloads create more telemetry, more failure modes, and more security exposure—raising willingness-to-pay for unified observability plus automated response, while new “trust” and compliance features expand it beyond monitoring into evidence-grade operations.
69 RGTI cloud defense hardware quantum Rigetti Computing, Inc. 2.3x 0.60 Rigetti is a high-volatility quantum hardware call option: if it converts its end-2025 to 2027 roadmap into sovereign leases, enterprise-grade reliability, and “picks-and-shovels” control products, revenue quality can shift non-linearly by 2030—but the stock already prices major technical credibility and any adoption slip can de-rate fast.
70 ALAB ai hardware networking semiconductors software Astera Labs, Inc. 2.2x 0.70 Astera is compounding “connectivity dollars per AI rack” (PCIe/CXL retimers + smart cable modules + fabric switching), and is now extending into custom scale-up (NVLink Fusion ecosystem) and photonics—creating a plausible path to multi-billion revenue and a still-premium (but lower) 2030 multiple if execution stays crisp.
71 ZS ai cloud cybersecurity enterprise software Zscaler, Inc. 2.2x 0.70 As AI drives attack speed beyond human response, enterprises shift to always-on, in-line security control planes; Zscaler can compound its traffic + telemetry into higher-value platform bundles (data security, AI security, security operations, compliance evidence) and sustain high-teens growth even as valuation normalizes.
72 RDVT ai cybersecurity enterprise finance software Red Violet, Inc. 2.2x 0.70 As AI makes scams cheaper and faster, enterprises shift spend from manual review to real-time, auditable identity decisions; RDVT can compound a high-margin identity graph into embedded trust APIs and privacy-safe signal products while staying asset-light and using buybacks to amplify per-share value by 2030.
73 NOW ai automation cloud enterprise software ServiceNow, Inc. 2.2x 0.70 As AI makes “doing the work” cheap, enterprises pay for governed execution; ServiceNow can become the orchestration, permissions, and audit layer for human+agent workflows across IT, employee, customer, and security domains, sustaining high growth while its valuation multiple compresses only partially.
74 QBTS cloud enterprise hardware quantum software D-Wave Quantum Inc. 2.2x 0.60 QBTS can compound non-linearly if it converts “quantum value today” into repeatable, auditable optimization products (outcome-priced vertical packages, OEM plugins, sovereign capacity nodes, and a government-grade offering), using its large cash balance to buy time and distribution—yet the current valuation already assumes a step-change, so per-share upside depends on scaling recurring revenue faster than multiple compression.
75 PL ai defense enterprise software space Planet Labs PBC 2.2x 0.70 Planet’s non-linear upside is shifting from “selling pixels” to selling trusted, low-latency monitoring outcomes (alerts/workflows) on top of an irreplaceable daily archive—pulled by sovereign/defense demand and amplified by AI productization.
76 AMZN advertising ai automation cloud media Amazon.com, Inc. 2.2x 0.85 By 2030, Amazon can convert today’s AI + logistics capex wave into durable cash-flow via AWS capacity monetization, ads density on commerce intent, and automation-led cost-per-unit declines—while new “trust + security” primitives reduce fraud and improve conversion.
77 VICR ai enterprise hardware semiconductors Vicor Corporation 2.2x 0.60 As AI racks push power-delivery density/efficiency from optimization to gating constraint, Vicor can grow content-per-rack and monetize defensible power-delivery IP (modules + royalties), driving a non-linear revenue step-up if 48V direct-to-load and next-gen package-level delivery ramps across multiple hyperscaler/ODM platforms.
78 LMND ai finance software Lemonade, Inc. 2.1x 0.60 If Lemonade sustains its AI-driven expense advantage (claims handling + servicing) while keeping loss-cost volatility controlled as it scales Car and Europe, it can shift investor framing from “insurtech growth” to “profitable growth insurer,” enabling a durable re-rate by 2030.
79 CRDO ai hardware networking semiconductors Credo Technology Group Holding Ltd 2.1x 0.70 Credo can compound into a multi‑billion dollar connectivity franchise by riding AI-cluster bandwidth/power constraints, expanding from today’s cable/PHY wins into optics + scale-up interconnect, and adding thin, defensible software/security/royalty layers that improve durability and sustain a premium valuation.
80 RKLB aerospace defense hardware software space Rocket Lab Corporation 2.1x 0.65 By 2030, Rocket Lab can compound from “launch + build” into a repeatable national-security constellation production-and-operations engine; revenue can grow ~15x, but equity upside is mainly fundamentals catching up to today’s expectations as valuation multiples compress toward industrial norms.
81 SNOW ai cloud enterprise software Snowflake Inc. 2.1x 0.65 Snowflake’s non-linear upside is becoming the governed “enterprise AI execution layer” (data + apps + autonomous agents) where trust, distribution, and cost-predictable compute matter; if it sustains >20% revenue compounding while absorbing moderate multiple compression, it can still deliver ~2x EV by 2030.
82 ASTS communications defense hardware networking space AST SpaceMobile, Inc. 2.1x 0.70 ASTS is a cadence-and-packaging bet: if it reaches near-continuous coverage by 2026–2027, carriers can bundle satellite coverage as a default entitlement, unlocking a non-linear usage step-up plus higher-margin layers (settlement, fraud/identity, enterprise resilience) on the same constellation by 2030.
83 ON ai automotive energy hardware semiconductors ON Semiconductor Corporation 2.1x 0.60 If AI power becomes a durable “new end-market” while auto/industrial normalize, onsemi can compound into 2030 via higher power content-per-system (power stages + packaging), selective GaN expansion, and sustained buybacks that support a higher mid-cycle multiple.
84 DELL ai cloud enterprise finance hardware Dell Technologies Inc. 2.1x 0.60 Dell can compound through 2030 by converting AI server demand into repeatable, financed, supportable rack-scale deployments, earning a modest re-rate if it proves AI profitability and keeps capital return disciplined.
85 ORCL ai cloud enterprise hardware software Oracle Corporation 2.1x 0.70 Oracle can compound into a scaled enterprise AI-cloud utility by converting its outsized contracted demand (RPO) into delivered OCI capacity, then re-attaching higher-margin database/apps and governance; the gating factor is proving durable cash conversion through peak AI capex.
86 NET ai cloud cybersecurity networking software Cloudflare, Inc. 2.1x 0.80 If Cloudflare converts recent outage pain into durable operational resilience while scaling its edge developer+AI platform, it can remain the default Internet control plane for apps and agents, compounding revenue fast enough to sustain a premium (but compressing) multiple into 2030.
87 OKLO ai defense energy nuclear semiconductors Oklo Inc. 2.0x 0.60 If Oklo converts its large but mostly non-binding data-center/industrial pipeline into bankable PPAs and gets its first plants operating on a repeatable template, it can be valued as a scarce “firm clean power” growth platform (not a science project) by 2030—despite dilution and heavy regulatory/capex friction.
88 ARM ai automotive cloud hardware semiconductors Arm Holdings plc 2.0x 0.70 Arm is an asset-light “efficiency tax” on global compute; if Armv9/CSS keep lifting royalty per chip and Neoverse penetrates cloud AI, Arm can compound revenue fast enough to sustain a still-premium multiple into 2030 despite rising open-ISA pressure.
89 JOBY aerospace ai software transportation Joby Aviation, Inc. 2.0x 0.55 Joby’s non-linear upside is converting certification progress into a regulated mobility network: Blade + Uber distribution proves demand pre-eVTOL, Toyota-backed industrialization lifts throughput, and ops + software layers can compound once reliability and utilization are demonstrated.
90 MTSI ai defense energy networking semiconductors MACOM Technology Solutions Holdings, Inc. 2.0x 0.60 MACOM can compound faster than “normal semis” by riding AI connectivity upgrades (800G→1.6T optics) while using its owned specialty manufacturing + defense-grade qualification to expand into higher-value sockets (semi-custom, assured supply) and selectively adjacent AI power (GaN), sustaining premium growth even as the cycle normalizes.
91 NVDA ai hardware networking semiconductors software NVIDIA Corporation 2.0x 0.95 Nvidia remains the default AI-factory platform; the non-linear upside is expanding monetization from GPUs into rack-scale systems, fabrics, and software/marketplace control planes that turn power, security, and utilization into billable product surfaces through 2030.
92 LSCC ai cybersecurity enterprise hardware semiconductors Lattice Semiconductor Corporation 2.0x 0.60 Lattice can compound from a niche “low-power FPGA” vendor into an AI/edge control-plane standard (secure boot, attestation, telemetry glue), and defend a premium multiple if it adds recurring security/tooling revenue and keeps design-in momentum in AI servers while industrial normalizes.
93 CRM ai cloud enterprise software Salesforce, Inc. 2.0x 0.70 By 2030, the upside case is converting an enormous installed CRM workflow surface into paid, governed “digital labor” (agents + trust controls + data readiness) with Informatica strengthening data quality, sustaining high cash generation and enabling a modest multiple lift as AI revenue becomes repeatable.
94 TSM ai hardware semiconductors Taiwan Semiconductor Manufacturing Company Limited 2.0x 0.80 TSMC remains the scarcity bottleneck for leading-edge wafers + advanced packaging in the AI buildout; if it sustains N2 ramps, expands packaging throughput, and productizes trust (provenance/secure lines) while hedging power + geopolitics via multi-region capacity, it can compound revenue and retain a premium infrastructure multiple into 2030.
95 NTAP ai cloud enterprise hardware software NetApp, Inc. 2.0x 0.55 NetApp can compound into an “enterprise data control plane” for the AI era—monetizing governed hybrid-cloud data mobility, cyber resilience, and cloud-native storage attachments—earning a modest re-rate as recurring cloud/services become more material.
96 KTOS aerospace defense robotics software space Kratos Defense & Security Solutions, Inc. 2.0x 0.60 Kratos can compound into 2030 if it converts today’s “program wins” (CCA-adjacent drones, hypersonic test/propulsion, satcom/ground, RF/EW) into repeatable, higher-rate production plus attach-rate businesses (readiness/subscription, payload kits, test services), sustaining a defense-tech revenue multiple vs re-rating to a contractor.
97 RMBS ai cybersecurity enterprise hardware semiconductors Rambus Inc. 2.0x 0.60 AI infrastructure increasingly bottlenecks on memory bandwidth and trust; Rambus can compound by expanding content per memory module (DDR5→DDR6-era complexity) while layering higher-margin recurring telemetry/provenance services on its installed base—supporting ~2× EV growth by 2030 even with some multiple compression.
98 SNPS ai automation enterprise semiconductors software Synopsys, Inc. 1.9x 0.70 Synopsys can compound value through 2030 by turning mission-critical chip design + physics simulation into a unified, AI-accelerated engineering platform with higher wallet share, more metered cloud usage, and new security/compliance attach—while keeping a premium software multiple despite export-control and integration drag.
99 META advertising ai communications hardware media Meta Platforms, Inc. 1.9x 0.75 Meta can reach a higher 2030 earnings power by turning ads into an increasingly autonomous “AI ROI machine” while monetizing WhatsApp as a business/commercial rail; the swing factor is whether capex + regulation stay containable enough to preserve premium valuation.
100 MSFT ai cloud cybersecurity enterprise software Microsoft Corporation 1.9x 0.80 Microsoft is positioned to be the default enterprise “agent + identity + data + compute” control plane; if Azure capacity keeps scaling and agent governance becomes mandatory, spend per employee shifts non-linearly toward Microsoft—offset by sustained AI infrastructure capex and cloud licensing scrutiny.
101 SYM ai automation robotics software Symbotic Inc. 1.9x 0.65 Turn a very large contracted pipeline into an installed base, then compound economics by standardizing deployments (next-gen structure) and attaching higher-margin software/services layers that become the de-facto “warehouse control plane” as labor, uptime, and inventory truth become strategic constraints.
102 BWXT defense energy healthcare nuclear BWX Technologies, Inc. 1.9x 0.60 BWXT is a scarce, permissioned nuclear manufacturer with compounding demand from naval propulsion and defense fuel-cycle programs; if it keeps converting record backlog while scaling higher-margin nuclear services/isotopes, it can sustain mid-teens revenue growth and retain a premium multiple through 2030, with non-linear option value from microreactors, enrichment know-how, and nuclear-grade digital QA.
103 APP advertising ai media software AppLovin Corporation 1.9x 0.60 If AppLovin converts its mobile performance engine into a broader self-serve commerce and cross-channel optimization layer, it can compound revenue fast enough to sustain a premium valuation through 2030 despite ongoing platform/regulatory scrutiny.
104 CRWD ai cloud cybersecurity enterprise software CrowdStrike Holdings, Inc. 1.9x 0.70 As AI makes attacks cheaper and faster, enterprises consolidate onto fewer security control-planes; CrowdStrike can compound share via single-agent distribution + telemetry feedback loops + automation (Charlotte AI), plus monetizable trust upgrades (verifiable update safety)—but returns hinge on keeping premium valuation and avoiding reliability/regulatory shocks.
105 VST energy nuclear Vistra Corp. 1.9x 0.70 Power is becoming a scarce input to AI and electrification; Vistra can convert scarce firm capacity (nuclear + flexible gas) and retail distribution into longer-dated, higher-quality cash flows via capacity/availability monetization and large-load contracting, sustaining a premium cash-flow multiple into 2030 if outage and policy risks stay contained.
106 CLS ai defense enterprise hardware networking Celestica Inc. 1.9x 0.60 Celestica can keep compounding through 2030 by being the execution layer for AI infrastructure (co-design → qualify → ramp → integrate → lifecycle), but shareholder upside is increasingly a multiple-management story after the 2025 re-rate: deliver 2026–2027 ramps, add higher-margin attach services, and avoid capex/working-capital accidents.
107 TLN ai energy Talen Energy Corporation 1.9x 0.65 TLN is a scarce “clean-firm + fast-ramping” power platform in the most AI-constrained U.S. grid (PJM); if it turns elevated capacity pricing and plant-adjacent siting into repeatable long-duration large-load contracts (while keeping some merchant upside), it can plausibly compound equity value ~2x by 2030.
108 CEG energy enterprise nuclear Constellation Energy Corporation 1.9x 0.70 In the AI-led load boom, firm 24/7 low-carbon power becomes a scarcity asset; Constellation can lock long-duration enterprise contracts, add flexible supply and customer reach via Calpine, and compound value by turning reliability into higher-quality, more contractable cash flows through 2030.
109 PANW ai cloud cybersecurity enterprise software Palo Alto Networks, Inc. 1.9x 0.70 AI amplifies cyber offense and tool sprawl becomes untenable; PANW can keep taking wallet share via security consolidation, then extend into identity + observability and agentic SecOps to sustain premium growth even if multiples compress with scale.
110 VRT ai cloud energy enterprise hardware Vertiv Holdings Co 1.9x 0.70 As AI compute scales, uptime and thermals become the binding constraints; Vertiv can compound content-per-megawatt plus higher-margin lifecycle services (including liquid-cooling services) and monetize verification/efficiency software, supporting durable above-industry growth even if equipment cycles soften.
111 ANET ai enterprise hardware networking software Arista Networks, Inc. 1.8x 0.60 Arista can compound into 2030 by staying the default “production Ethernet” choice for AI clusters and by monetizing operations software (energy/job-aware control, assurance, identity) across an expanding installed base, keeping a premium multiple even if AI capex gets lumpy.
112 MPWR ai automotive enterprise hardware semiconductors Monolithic Power Systems, Inc. 1.8x 0.70 As AI infrastructure becomes power- and reliability-limited, MPS can keep taking premium “power bottleneck” sockets (controllers + integrated modules) and add sticky software/security layers (telemetry, provenance) that defend pricing and raise dollar-content per rack and per vehicle through 2030.
113 COHR ai communications hardware networking semiconductors Coherent Corp. 1.8x 0.60 AI compute scaling is turning bandwidth and power constraints into an “optics-first” bottleneck; Coherent can compound by shipping higher-speed interconnect at volume while shrinking leverage, but its 2030 valuation likely normalizes as buyers multi-source and pricing tightens.
114 CDNS ai enterprise hardware semiconductors software Cadence Design Systems, Inc. 1.8x 0.70 Cadence sits on the “AI silicon critical path”: as AI drives design complexity (verification, advanced packaging, multiphysics, security), EDA becomes an always-on productivity layer, and Cadence can compound revenue by embedding AI agents + trust/compliance into workflows while expanding into system analysis—though valuation is sensitive to multiple compression and China/export-policy shocks.
115 PWR communications energy Quanta Services, Inc. 1.8x 0.60 Quanta is becoming the scarce execution layer for AI-driven electricity demand and grid rebuild; if it converts backlog into repeatable “program work” and adds productized modules + software-like workflows, it can sustain above-market growth while defending a premium contractor multiple through 2030.
116 SITM ai hardware networking semiconductors SiTime Corporation 1.8x 0.60 As AI/datacenter scaling tightens jitter/sync/reliability budgets, SiTime can expand content-per-system (oscillators → clocks/sync → resonators and software) and monetize “time integrity” features, driving a durable step-up in revenue by 2030—while the main swing factor is whether today’s premium valuation can compress gracefully rather than violently.
117 NTRA ai biotech healthcare software Natera, Inc. 1.8x 0.60 Natera can compound by making tumor-informed cancer monitoring routine (more tumors, more payer pathways, higher testing cadence) while layering higher-margin data/AI licensing and partner-lab software—supporting 2030 scale with a still-premium diagnostics multiple.
118 ASML ai automation hardware semiconductors ASML Holding N.V. 1.8x 0.80 ASML remains the choke-point for leading-edge compute scaling; if High-NA ramps and “holistic lithography” shifts mix toward software/service outcomes, revenue can compound while cyclicality falls—supporting a still-premium 2030 multiple despite export-control drag.
119 MU ai cloud hardware semiconductors Micron Technology, Inc. 1.8x 0.65 Micron is positioned to convert AI-led memory scarcity into higher through-cycle revenue and a better-quality multiple by shifting mix toward premium AI data-center memory, scaling advanced packaging, and adding trust/contracting layers that reduce pure spot-cycle exposure—while accepting heavy capex as the price of staying on the frontier.
120 FN ai communications hardware networking Fabrinet 1.8x 0.60 AI clusters are shifting the bottleneck from compute to bandwidth; Fabrinet’s trusted photonics manufacturing can scale materially with next-gen optics ramps, but equity upside is capped by customer concentration and likely valuation multiple normalization as capacity catches up.
121 PLTR ai cloud defense enterprise software Palantir Technologies Inc. 1.8x 0.70 Palantir can grow into a de facto “regulated agent control plane” (government + critical infrastructure + large enterprise), but 2030 upside still requires converting today’s AIP momentum into repeatable platform distribution (partners + standards) while surviving inevitable multiple compression.
122 EQIX ai cloud energy enterprise networking Equinix, Inc. 1.7x 0.70 Equinix compounds as the neutral “exchange layer” for AI-era hybrid connectivity: scarce metro power + dense ecosystems + productized interconnection let it keep premium pricing and grow high-margin attach, even through a heavy build cycle.
123 AVGO ai cloud networking semiconductors software Broadcom Inc. 1.7x 0.70 Broadcom can compound through 2030 by being a small-number-of-customers “must-ship” supplier in AI clusters (custom accelerators + Ethernet/optics) while using VMware Cloud Foundation to tax private-cloud modernization and private AI governance—supporting premium valuation if it proves AI margin durability and contains VMware churn.
124 HPE ai cloud enterprise hardware networking Hewlett Packard Enterprise Company 1.7x 0.60 HPE can turn enterprise private AI buildouts into a repeatable platform business by bundling AI systems + Juniper-scaled networking + lifecycle operations and financing; if execution holds, mix improves and the market pays more than “box-seller” pricing by 2030.
125 GOOG advertising ai cloud software transportation Alphabet Inc. 1.6x 0.80 Alphabet can compound through 2030 by turning AI into higher-value intent capture (Search/YouTube), scaling a TPU-led Cloud platform, and adding trust rails (verification + explicit data licensing) that raise ad quality and unlock agent-led workflows; the main limiter is policy remedies plus sustained infrastructure spend that caps multiple expansion.
126 STEM ai energy enterprise software Stem, Inc. 1.6x 0.65 If Stem sustains its 2025 pivot to higher-margin recurring software + managed services (and makes PowerTrack EMS a repeatable deployment motion), equity can compound mainly through de-risking and steadier ARR—while optionality exists in data-center energy optimization and platform ecosystem expansion.
127 ETN aerospace automation energy hardware software Eaton Corporation plc 1.6x 0.60 Eaton compounds as the “grid-to-chip” bottleneck: AI data-center power density and grid capex keep demand and pricing resilient, while Boyd Thermal expands Eaton into liquid cooling and sets up higher-value lifecycle service/software attach—offset by premium valuation and execution risk on capacity + M&A.
128 LITE ai automation hardware networking semiconductors Lumentum Holdings Inc. 1.5x 0.60 AI-scale data centers are bandwidth- and power-limited; Lumentum’s vertically integrated photonics can ride 800G→1.6T and optical switching, but equity upside to 2030 is capped by today’s premium valuation unless it adds “stickier” software/security attach and de-risks cyclicality via capacity contracts.
129 NEE automation energy nuclear NextEra Energy, Inc. 1.5x 0.65 As AI/data-center load and electrification tighten power availability, reliability + fast interconnection become premium products; NextEra can compound via Florida utility growth plus a renewables/storage factory, with additional upside from nuclear restarts and “compute-ready” campus-style offerings—gated mainly by permitting and cost of capital.