| 1 |
HURA
|
biotech
healthcare
|
TuHURA Biosciences, Inc.
|
7.0x
|
0.30
|
The five-year bull-credible case is that IFx-2.0 converts an SPA-backed Phase 3 orphan oncology path into first commercial revenue, while ex-US partnering and TBS-2025 create additional value and reduce dilution enough for enterprise value to compound severalfold from a distressed micro-cap base.
|
| 2 |
RR
|
ai
automation
hardware
robotics
|
Richtech Robotics Inc.
|
5.6x
|
0.50
|
Richtech has a rare small-cap setup: a large net-cash balance, real field deployments, and a plausible path from robot sales into recurring service and data revenue; if it proves installs become sticky operating fleets, the business can grow far faster than its current revenue base, but the proof burden is still high.
|
| 3 |
BEAM
|
biotech
healthcare
|
Beam Therapeutics Inc.
|
5.5x
|
0.40
|
Beam can plausibly grow into a mid-single-digit-billion equity story by 2031 if risto-cel reaches market and BEAM-302 converts today’s biomarker signal into an approvable liver franchise; AI helps discovery speed, but the real value comes from regulated trust, delivery know-how, and manufacturing execution.
|
| 4 |
AISP
|
ai
cybersecurity
defense
enterprise
software
|
Airship AI Holdings, Inc.
|
5.3x
|
0.60
|
Airship AI has a credible non-linear upside path if it converts government and partner pipeline into repeatable trust-heavy workflow revenue; the bet is less on frontier AI and more on becoming a sticky evidence, permissioning, and secure edge layer inside sensitive deployments.
|
| 5 |
NNOX
|
ai
hardware
healthcare
medical devices
software
|
Nano-X Imaging Ltd.
|
5.1x
|
0.42
|
Nanox is a high-risk commercialization story where the upside comes from turning a cleared imaging device into recurring clinical throughput revenue across reading, workflow, and health IT; if placements become utilized, reimbursed sites, the current valuation leaves room for a meaningful rerating.
|
| 6 |
RXRX
|
ai
biotech
healthcare
software
|
Recursion Pharmaceuticals, Inc.
|
4.9x
|
0.60
|
At today’s cash-adjusted EV, the market is mostly paying for proof. If Recursion turns REC-4881 into a credible registrational path and shows one more repeatable platform-derived clinical asset, it can graduate from lumpy collaboration revenue to a multi-engine model spanning product sales, milestones, royalties, and externally financed asset vehicles.
|
| 7 |
APUS
|
ai
biotech
crypto
healthcare
|
Apimeds Pharmaceuticals US, Inc.
|
4.8x
|
0.10
|
APUS is a very high-risk single-asset option on LT-100: if filings normalize, governance stabilizes, and the May 2026 FDA dialogue turns into a financed partner path, a sub-$25 million equity can plausibly rerate 2-4x by 2031; if not, dilution and drift can destroy most of the option value.
|
| 8 |
SERV
|
ai
automation
healthcare
robotics
transportation
|
Serve Robotics Inc.
|
4.6x
|
0.58
|
Serve already has the hard part for a small physical-AI company: a live fleet, major distribution partners, and real-world data. If it converts robot count into dense utilization, adds healthcare as a second recurring workflow, and funds growth without excessive dilution, the company can graduate from pilot narrative to networked autonomy platform over the next five years.
|
| 9 |
NTLA
|
ai
biotech
healthcare
|
Intellia Therapeutics, Inc.
|
4.4x
|
0.30
|
If HAELO is positive and lonvo-z launches in 2027, Intellia can jump from low-quality collaboration revenue to a real rare-disease franchise, with HAE cash flows funding selective ATTR and platform upside; the non-linearity is that one pivotal win can re-rate both the first product and the broader in vivo CRISPR credibility stack.
|
| 10 |
MSTR
|
ai
crypto
enterprise
finance
software
|
Strategy Inc
|
4.3x
|
0.45
|
Over five years, the upside is less about dashboard seats and more about Strategy preserving a differentiated public-market bitcoin flywheel: if it can keep issuing common and preferred securities on acceptable terms, it can compound bitcoin per share faster than most listed imitators while using its software base to add trust, disclosure tooling, and treasury workflow products.
|
| 11 |
DNA
|
ai
automation
biotech
healthcare
|
Ginkgo Bioworks Holdings, Inc.
|
4.0x
|
0.45
|
Ginkgo is now a narrower autonomous-lab utility bet, not a broad synthetic-biology platform bet: if it can fill robotic capacity, attach trusted data and verification services, and keep burn controlled, modest share gains in outsourced biology workflows can still create a 2-4x equity outcome by 2031.
|
| 12 |
PRME
|
ai
biotech
healthcare
|
Prime Medicine, Inc.
|
4.0x
|
0.25
|
Prime Medicine is a high-fragility, high-upside platform biotech: if PM359 supports a credible approval path and the 2026-2027 liver milestones prove Prime Editing is reusable in humans, the stock can rerate from cash-burn optionality to a multi-asset franchise; if not, dilution likely captures most of the value.
|
| 13 |
QUBT
|
ai
cybersecurity
hardware
quantum
semiconductors
|
Quantum Computing Inc.
|
3.8x
|
0.42
|
QCi has a plausible non-linear path from effectively zero revenue to meaningful scale if its vertically integrated photonics stack becomes a scarce supply layer for optical interconnects, secure links, and room-temperature appliances; the bet is on commercialization proof, not on quantum hype alone.
|
| 14 |
AI
|
ai
automation
defense
enterprise
software
|
C3.ai, Inc.
|
3.7x
|
0.35
|
C3 AI is a battered enterprise-AI turnaround: if the reset converts federal and industrial deployments into recurring production usage and shifts pricing toward trusted, auditable outcomes, revenue can roughly triple by 2031; if not, the workflow layer risks commoditization before scale arrives.
|
| 15 |
RLAY
|
ai
biotech
healthcare
|
Relay Therapeutics, Inc.
|
3.6x
|
0.40
|
If zovegalisib converts encouraging PI3Kalpha data into Phase 3 success and Relay builds durable testing, evidence, and access rails around launch, the company can graduate from platform narrative to commercial franchise and plausibly more than double equity value by 2031.
|
| 16 |
SDGR
|
ai
biotech
enterprise
healthcare
software
|
Schrödinger, Inc.
|
3.6x
|
0.58
|
Schrödinger is a transition-era compounder: if it converts its embedded discovery tools into a hosted workflow system with durable ACV growth, while partnering rather than fully funding pipeline assets, the stock can rerate from a muddled software-biotech hybrid into a cleaner software-led platform with option value.
|
| 17 |
AUR
|
ai
automation
hardware
robotics
transportation
|
Aurora Innovation, Inc.
|
3.6x
|
0.64
|
Aurora can compound from a proof-stage autonomy company into a scarce freight-network control point if it clears 2026 safety and supply gates, then monetizes dense Sun Belt driverless lanes with higher utilization, workflow ownership, and trust-led pricing rather than remaining just a capital-hungry trucking feature.
|
| 18 |
MBLY
|
ai
automation
automotive
semiconductors
software
|
Mobileye Global Inc.
|
3.5x
|
0.68
|
Mobileye is a leveraged way to own the move from low-cost safety chips to higher-content autonomy systems: if EyeQ6 Surround, DMS, and selective SuperVision/Drive programs convert at scale, revenue can outgrow auto production for years while validation know-how, REM data, and OEM embed protect value capture better than generic software.
|
| 19 |
PDYN
|
aerospace
ai
automation
defense
software
|
Palladyne AI Corp.
|
3.5x
|
0.56
|
If Palladyne converts early autonomy wins and acquired hardware assets into a repeatable defense channel, it can grow from a tiny revenue base into a credible small defense-autonomy platform; the upside is real because it sells deployable embedded systems, not just AI seats, but 2026-2027 must prove backlog conversion and recurring capture.
|
| 20 |
POET
|
ai
hardware
networking
semiconductors
|
POET Technologies Inc.
|
3.4x
|
0.60
|
If POET clears its 2026-2027 qualification and production gates, its Optical Interposer can move from an interesting photonics platform to a real AI interconnect supplier, with upside from engines, light sources, partner modules and eventually standards-like licensing or assurance layers.
|
| 21 |
ACHR
|
aerospace
ai
defense
evtol
transportation
|
Archer Aviation Inc.
|
3.4x
|
0.60
|
The 5-year case is not mass-market air taxis overnight; it is Archer becoming one of the few certified Western eVTOL platforms, then widening value capture from aircraft sales into uptime contracts, training, defense, and regulated operating software around a growing fleet.
|
| 22 |
CRSP
|
ai
biotech
healthcare
|
CRISPR Therapeutics AG
|
3.3x
|
0.50
|
An approved CRISPR therapy and a very strong balance sheet reduce existential risk, but the real 2031 upside comes from proving at least one wholly owned program can become a meaningful second franchise; if that happens, CRSP can rerate from a cash-backed platform option into a multi-asset gene-editing company.
|
| 23 |
OUST
|
ai
automation
hardware
robotics
software
|
Ouster, Inc.
|
3.3x
|
0.58
|
If Ouster turns lidar deployments into sticky perception contracts rather than one-off sensor sales, AI-driven growth in robotics, traffic, and industrial autonomy can lift revenue roughly 5x by 2031 while the stock rerates from component story to hybrid infrastructure-software platform.
|
| 24 |
INOD
|
ai
defense
enterprise
healthcare
software
|
Innodata Inc.
|
3.3x
|
0.46
|
Innodata can outgrow the market if it converts frontier-AI data and evaluation demand into a more diversified, software-attached trust layer for high-stakes deployments; the upside is real because demand is live now, but durable value requires customer diversification and better capture than project labor alone.
|
| 25 |
QBTS
|
cloud
enterprise
hardware
quantum
software
|
D-Wave Quantum Inc.
|
3.3x
|
0.54
|
D-Wave has a real chance to turn an early commercial lead in optimization-focused quantum computing into a broader workflow and infrastructure position, but the five-year win condition is proving repeatable production demand, not just publishing milestones or landing a few headline deals.
|
| 26 |
IONQ
|
cloud
defense
hardware
networking
quantum
|
IonQ, Inc.
|
3.1x
|
0.64
|
IonQ has a credible path from premium narrative stock to strategic quantum infrastructure provider if it turns trapped-ion performance, trusted manufacturing, and sovereign procurement into contracted capacity and workflow control; that can still produce a solid multi-bagger, but the stock already embeds enough success that upside must come from delivery, not hope.
|
| 27 |
IREN
|
ai
cloud
crypto
energy
hardware
|
IREN Limited
|
3.1x
|
0.74
|
IREN owns a scarce AI input—grid-connected power that can be turned into high-density compute—and its 5-year upside comes from converting that physical scarcity into contracted AI revenue faster than dilution and GPU price resets erode per-share value.
|
| 28 |
ESTC
|
ai
cloud
cybersecurity
enterprise
software
|
Elastic N.V.
|
3.1x
|
0.60
|
Elastic is a discounted AI-era context layer: if it converts embedded search, observability, and security usage into durable cloud expansion, regulated wins, and higher-value workflow control, it can roughly double revenue and rerate from a low software multiple to a solid platform multiple by 2031.
|
| 29 |
S
|
ai
cloud
cybersecurity
enterprise
software
|
SentinelOne, Inc.
|
3.1x
|
0.58
|
SentinelOne can still produce a 2-3x equity outcome by expanding from endpoint protection into a broader AI-native security control plane across data, SIEM, cloud, identity, and automated response, while its current valuation still reflects skepticism that this mix shift and margin expansion will stick.
|
| 30 |
SMR
|
energy
hardware
nuclear
|
NuScale Power Corporation
|
3.0x
|
0.60
|
NuScale is a leveraged option on AI-era power scarcity: if it converts its unique U.S. SMR approval into one bankable ENTRA1-led project and a repeatable services stack, revenue can inflect non-linearly by 2031; if not, approval alone will not outrun dilution.
|
| 31 |
NBIS
|
ai
cloud
enterprise
software
|
Nebius Group N.V.
|
3.0x
|
0.68
|
Nebius is a leveraged bet that scarce AI power, GPUs, and deployment speed remain the bottlenecks; if it converts recent financing and large contracts into live, highly utilized clusters while adding higher-trust software layers, revenue can scale non-linearly, but the upside depends on physical execution more than demand creation.
|
| 32 |
JOBY
|
aerospace
automation
defense
evtol
transportation
|
Joby Aviation, Inc.
|
2.9x
|
0.60
|
Over five years, the upside comes from converting a rare regulatory-and-manufacturing lead into a multi-surface business: premium airport transfers, aircraft sales, defense/public-sector missions, and recurring operational infrastructure. The stock works if certification turns quickly into real utilization, not merely more technical milestones.
|
| 33 |
RDVT
|
ai
enterprise
finance
software
|
Red Violet, Inc.
|
2.9x
|
0.60
|
RDVT is not an AI wrapper; it is a usage-priced identity intelligence engine embedded in regulated workflows. If it converts more onboarding, fraud, collections, investigations, and real-estate trust actions into query volume and decision-grade products while preserving data rights, revenue can roughly triple by 2031 and equity value can compound above market norms.
|
| 34 |
COIN
|
crypto
enterprise
finance
software
|
Coinbase Global, Inc.
|
2.9x
|
0.63
|
Coinbase can grow from a cyclical crypto broker into a trusted execution, custody, and programmable-dollar infrastructure layer; if USDC, derivatives, Base, payments, and tokenized-asset workflows scale together, revenue can roughly triple by 2031 even with lower spot-fee dependence.
|
| 35 |
SMCI
|
ai
cloud
enterprise
hardware
|
Super Micro Computer, Inc.
|
2.8x
|
0.58
|
Supermicro is a real AI infrastructure beneficiary because it helps customers get dense racks online fast, but the 5-year upside comes less from owning the stack than from converting speed, liquid cooling, and trust remediation into a better revenue mix and a partial rerating from distressed integrator economics.
|
| 36 |
SPIR
|
aerospace
defense
software
space
|
Spire Global, Inc.
|
2.8x
|
0.60
|
Spire can grow into a higher-quality orbital data and mission-infrastructure company if it turns owned satellites, government credibility, and embedded workflows into repeatable weather, defense, and sovereign revenue before cash and governance frictions re-emerge.
|
| 37 |
AMBA
|
ai
automotive
hardware
robotics
semiconductors
|
Ambarella, Inc.
|
2.7x
|
0.62
|
Ambarella is a real edge-AI chip supplier with shipping products, positive free cash flow and credible new product cycles; if CV72/CV75 keep scaling and CV7, N1, indirect channels and semi-custom programs convert into volume, revenue can more than double by 2031, though the path is gated by foundry access and slow design-win conversion.
|
| 38 |
FLNC
|
automation
energy
enterprise
software
|
Fluence Energy, Inc.
|
2.7x
|
0.60
|
Fluence is levered to a real AI-era power bottleneck: grids need more flexible storage as renewable penetration and data-center load rise. The upside is non-linear if it converts backlog into cleaner delivery, then compounds Mosaic and Nispera into higher-quality recurring revenue rather than remaining a thin-margin storage integrator.
|
| 39 |
CRDO
|
ai
hardware
networking
semiconductors
|
Credo Technology Group Holding Ltd
|
2.7x
|
0.65
|
Credo is a real AI infrastructure winner, but the investable edge is not just AEC volume; it is whether the company can turn reliability-led beachheads into a broader connectivity stack across optics, retimers, memory links, IP, and support software, supporting a solid 2x-3x equity outcome even as the valuation multiple normalizes.
|
| 40 |
BFLY
|
ai
healthcare
medical devices
semiconductors
software
|
Butterfly Network, Inc.
|
2.6x
|
0.40
|
Butterfly can turn a differentiated handheld-ultrasound product into a regulated workflow and embedded-imaging platform; if Embedded, enterprise software, and HomeCare become repeatable instead of bespoke, growth can outpace normal device peers while staying within a credible medtech valuation frame.
|
| 41 |
PATH
|
ai
automation
cloud
enterprise
software
|
UiPath, Inc.
|
2.6x
|
0.40
|
UiPath is best viewed as a governed execution-layer bet, not a frontier model bet. If it proves agentic automation works reliably in production and shifts value capture from seats toward governed workflow outcomes, revenue can re-accelerate and the stock can compound from a depressed base without needing a heroic rerating.
|
| 42 |
CRWV
|
ai
cloud
enterprise
software
|
CoreWeave, Inc.
|
2.6x
|
0.80
|
CoreWeave can still create outsized value if it keeps converting signed AI demand into energized capacity faster than peers, lowers its cost of capital with contract-backed financing, and gradually moves part of value capture from raw GPU-hours toward higher-trust runtime, workflow, and enterprise distribution layers.
|
| 43 |
ALAB
|
ai
cloud
hardware
networking
semiconductors
|
Astera Labs, Inc.
|
2.6x
|
0.66
|
Astera can still create strong value if it turns a narrow lead-platform win into broader rack content: Scorpio, custom connectivity, modules, and verification software can lift revenue several-fold, but the stock only works if customer concentration falls and merchant connectivity remains relevant against captive fabrics.
|
| 44 |
LMND
|
ai
finance
software
|
Lemonade, Inc.
|
2.6x
|
0.60
|
Lemonade can still create strong 5-year equity upside if its AI-native carrier stack converts fast premium growth into durable underwriting and servicing advantages, especially in Car, Pet, and Europe, but the payoff now depends on proving insurer-grade economics rather than just looking like a better app.
|
| 45 |
SOUN
|
ai
automation
automotive
enterprise
software
|
SoundHound AI, Inc.
|
2.6x
|
0.44
|
SoundHound can grow into a meaningfully larger multivertical voice-and-agent platform if it turns recent deployments into durable recurring usage, adds workflow-owned pricing power, and cleans up governance fast enough to keep a premium AI software narrative intact.
|
| 46 |
ZS
|
ai
cloud
cybersecurity
enterprise
software
|
Zscaler, Inc.
|
2.6x
|
0.70
|
Zscaler can remain a premium cyber compounder if it turns an already-sticky inline access base into a broader, usage-priced trust layer for data, workloads, branches, and AI agents; that keeps low-20s growth plausible well past simple user-seat expansion.
|
| 47 |
NOW
|
ai
automation
cloud
enterprise
software
|
ServiceNow, Inc.
|
2.5x
|
0.73
|
ServiceNow is well placed to become the trusted execution and verification layer for enterprise AI: if it keeps converting its installed base into higher-value workflow volume, security, and regulated-industry use cases, revenue can compound into the mid-30 billions by 2031 and support a credible roughly 3x equity outcome without requiring a euphoric multiple.
|
| 48 |
RCAT
|
aerospace
automation
defense
hardware
robotics
|
Red Cat Holdings, Inc.
|
2.5x
|
0.60
|
Red Cat has a real AI-era defense tailwind: trusted U.S.-made autonomous systems for allied customers. If it converts current wins into repeat delivery, better factory absorption, and some recurring readiness/software revenue, revenue can scale non-linearly; if it remains a low-margin, program-timed hardware vendor, today’s premium valuation will cap returns.
|
| 49 |
TEM
|
ai
biotech
enterprise
healthcare
software
|
Tempus AI, Inc.
|
2.5x
|
0.65
|
Tempus owns a rare combination of regulated data rights, diagnostic throughput, and physician workflow placement; if it converts that position into recurring evidence and operating-layer revenue while proving cash discipline, it can compound into a materially larger healthcare AI platform by 2031.
|
| 50 |
APLD
|
ai
cloud
crypto
energy
hardware
|
Applied Digital Corporation
|
2.5x
|
0.74
|
Applied Digital can compound equity value by turning signed hyperscaler demand into energized AI campuses, then using that proof to recycle capital into new sites; the upside is real because the scarce asset is not software, but financed power delivered on time.
|
| 51 |
OKLO
|
ai
energy
nuclear
|
Oklo Inc.
|
2.5x
|
0.68
|
If Oklo converts DOE progress, fuel access, and anchor customer demand into one operating Idaho asset plus an initial Ohio data-center phase, it can rerate from pre-revenue nuclear concept to a permissioned power platform; isotopes and fuel services add upside, while smarter project finance could limit dilution.
|
| 52 |
CORZ
|
ai
cloud
crypto
energy
|
Core Scientific, Inc.
|
2.4x
|
0.63
|
Core Scientific can turn a former bitcoin-mining footprint into scarce AI infrastructure: if it delivers energized capacity on time, broadens beyond CoreWeave, and funds growth without losing control of the balance sheet, revenue can step-change from transitional mining levels to contracted colocation by 2031.
|
| 53 |
FIVN
|
ai
cloud
communications
enterprise
software
|
Five9, Inc.
|
2.4x
|
0.38
|
Five9 is mispriced as a slow seat vendor even though its real asset is an embedded workflow, trust, and partner-distribution layer; if management shifts AI monetization toward usage, verification, and higher-value orchestration while holding renewals, the business can grow low-teens and the equity can still compound at a bull-case rate from today’s depressed base.
|
| 54 |
HUT
|
ai
cloud
crypto
energy
enterprise
|
Hut 8 Corp.
|
2.4x
|
0.62
|
Hut 8 is best viewed as a power-first digital infrastructure developer with real non-linear upside if River Bend and at least one follow-on campus convert its pipeline from option value into contracted AI cash flow; the stock works if it becomes less miner and more infrastructure owner before dilution overwhelms the rerating.
|
| 55 |
DDOG
|
ai
cloud
cybersecurity
enterprise
software
|
Datadog, Inc.
|
2.4x
|
0.64
|
Datadog can grow faster than normal infrastructure software because AI makes production systems noisier, riskier, and more interdependent; if it keeps shifting value capture from raw telemetry into security, workflow automation, experimentation, and governed agent operations, revenue can roughly triple by 2031 without needing heroic market-share assumptions.
|
| 56 |
BBAI
|
ai
automation
defense
enterprise
software
|
BigBear.ai Holdings, Inc.
|
2.3x
|
0.44
|
BigBear.ai has a real chance to become a trusted AI workflow vendor for defense and trade, but the equity upside is capped unless Ask Sage and CargoSeer turn secure-AI positioning into repeatable software revenue that grows faster than dilution and today’s hype premium.
|
| 57 |
BKSY
|
aerospace
ai
defense
software
space
|
BlackSky Technology Inc.
|
2.3x
|
0.60
|
BlackSky has a real chance to become a higher-quality recurring defense-intelligence platform as Gen-3 capacity expands and sovereign programs standardize, but the stock already discounts much of that promise, so business upside is stronger than equity upside.
|
| 58 |
RGTI
|
cloud
enterprise
hardware
quantum
|
Rigetti Computing, Inc.
|
2.3x
|
0.43
|
Rigetti is one of few public companies with an in-house superconducting quantum design-fab-test loop; if 108-qubit fidelity improves and early sovereign and on-prem orders turn into a repeatable installed base, revenue can scale from scattered R&D contracts into a real niche infrastructure business by 2031. The stock can still compound, but execution must convert science into booked, shipped, recurring revenue.
|
| 59 |
ASTS
|
aerospace
communications
defense
networking
space
|
AST SpaceMobile, Inc.
|
2.3x
|
0.60
|
AST can become a scarce tollbooth for always-available mobile connectivity if it converts satellite deployments, carrier integrations, and regulatory approvals into live service fast enough; the opportunity is large, but shareholder upside from here depends more on proving repeatable commercialization than on proving the core technology.
|
| 60 |
RIOT
|
ai
cloud
crypto
energy
hardware
|
Riot Platforms, Inc.
|
2.3x
|
0.63
|
Riot’s 5-year upside comes from proving its Texas power portfolio is worth more as contracted AI-ready capacity than as self-mining load; if AMD is the first repeatable proof point rather than a one-off, the asset base can rerate from miner economics toward infrastructure economics.
|
| 61 |
SNOW
|
ai
cloud
enterprise
software
|
Snowflake Inc.
|
2.3x
|
0.65
|
Snowflake is well placed if enterprise AI drives far more governed queries, workflows, and agent actions onto trusted data, because its value comes from permissions, auditability, and workflow embed rather than selling human cognition; that supports a credible 2x-3x equity outcome, though hyperscalers and open data formats likely cap the upside below true hypergrowth.
|
| 62 |
WULF
|
ai
cloud
crypto
energy
|
TeraWulf Inc.
|
2.3x
|
0.68
|
TeraWulf is evolving from a volatile bitcoin miner into a scarce-power AI infrastructure developer; if it keeps converting controlled energy sites into financed, delivered capacity, equity value can compound meaningfully, but the bottleneck is build execution and capital access, not demand.
|
| 63 |
AMD
|
ai
cloud
enterprise
hardware
semiconductors
|
Advanced Micro Devices, Inc.
|
2.2x
|
0.74
|
AMD is a strong but not default AI compute supplier: if it converts EPYC share gains, Instinct ramps and ROCm qualification into repeat hyperscaler deployments, revenue can nearly triple by 2031, but shareholder upside is capped by today’s valuation, Nvidia’s software lead and externally controlled supply.
|
| 64 |
AMPX
|
aerospace
defense
energy
hardware
transportation
|
Amprius Technologies, Inc.
|
2.2x
|
0.60
|
Amprius can still roughly double equity value by 2031 if outsourced SiCore production becomes repeatable, domestic compliant supply opens defense budgets, and repeat orders turn a technology lead into durable volume before pricing and margin pressure erode the premium.
|
| 65 |
TWST
|
ai
automation
biotech
healthcare
|
Twist Bioscience Corporation
|
2.2x
|
0.58
|
Twist benefits from a core AI-era bottleneck: as AI makes biological design cheaper, more value shifts to trusted physical DNA manufacturing, assay prep, and wet-lab validation. If Twist keeps converting shipment growth into gross-margin gains and embeds deeper into enterprise ordering workflows, it can compound into a broader biology infrastructure platform rather than remain a premium catalog supplier.
|
| 66 |
AVAV
|
aerospace
ai
defense
robotics
software
|
AeroVironment, Inc.
|
2.2x
|
0.70
|
AeroVironment is positioned to turn AI-driven battlefield autonomy into shipped defense systems and recurring mission support; if it converts backlog, scales new capacity, and improves software and sustainment attach, revenue can roughly double by 2031 without needing pure-software economics.
|
| 67 |
APP
|
advertising
ai
media
software
|
AppLovin Corporation
|
2.2x
|
0.67
|
AppLovin is an AI-native performance ad marketplace whose upside comes from turning its mobile-gaming optimization edge into a broader web-commerce execution and measurement rail; if self-serve and non-gaming cohorts scale, revenue can outgrow the ad market for years, though today’s premium valuation leaves less room for mistakes.
|
| 68 |
CLS
|
ai
cloud
communications
hardware
networking
|
Celestica Inc.
|
2.2x
|
0.60
|
Celestica is one of the more credible ways to own AI infrastructure through scarce, qualified manufacturing and co-design capacity; the five-year upside comes from proving those capabilities deserve a durable infrastructure premium rather than a short-cycle EMS label.
|
| 69 |
KTOS
|
aerospace
defense
hardware
software
space
|
Kratos Defense & Security Solutions, Inc.
|
2.2x
|
0.60
|
Kratos is a rare public way to own affordable autonomous defense mass before full production is obvious: if Valkyrie, hypersonics, propulsion, microwave and OpenSpace programs convert from funded development into repeat production between 2026 and 2028, revenue can roughly triple-plus by 2031; the catch is that much of the value depends on proving utilization and margin inflection fast enough to justify today’s premium starting point.
|
| 70 |
RKLB
|
aerospace
defense
hardware
software
space
|
Rocket Lab Corporation
|
2.2x
|
0.66
|
Rocket Lab is evolving from a premium small-launch company into a broader defense-space prime; if Neutron reaches service and the space-systems stack keeps compounding, revenue can scale non-linearly, but today’s valuation already discounts a large part of that success.
|
| 71 |
CRNC
|
ai
automotive
cloud
software
|
Cerence Inc.
|
2.2x
|
0.50
|
Cerence is a levered small-cap automotive AI supplier with real embedded distribution; if 2026-2027 xUI launches convert into recurring per-vehicle and connected revenue, the stock can rerate from distressed component pricing toward a credible cockpit-AI software profile.
|
| 72 |
MRVL
|
ai
communications
hardware
networking
semiconductors
|
Marvell Technology, Inc.
|
2.1x
|
0.66
|
Marvell is a strong AI infrastructure enabler with qualified control points in custom silicon and high-speed attach; if it converts today's design wins into volume programs and monetizes more content per cluster, revenue can compound hard enough to overcome an already-rich starting valuation, but the upside is capped by hyperscaler concentration and fabless supply dependence.
|
| 73 |
VICR
|
ai
defense
hardware
networking
semiconductors
|
Vicor Corporation
|
2.1x
|
0.60
|
Vicor is a differentiated AI-power enabler whose owned manufacturing, packaging know-how, and IP can turn a niche power-module supplier into a much larger high-density power platform by 2031 if hyperscaler ramps, licensing leverage, and capacity expansion all convert on schedule.
|
| 74 |
SYM
|
ai
automation
enterprise
robotics
software
|
Symbotic Inc.
|
2.1x
|
0.60
|
Symbotic can convert a very large contracted backlog into a much bigger installed base and richer recurring service stream, while APD and new vertical wins expand TAM; the stock can still roughly double by 2031, but only if diversification beyond Walmart and execution credibility keep improving.
|
| 75 |
NTRA
|
ai
biotech
healthcare
medical devices
|
Natera, Inc.
|
2.1x
|
0.60
|
Natera can grow from a premium diagnostics company into a higher-value oncology workflow and evidence engine if it keeps converting assay performance into payer coverage, guideline pull, enterprise embedment, and regulated companion-diagnostic use; the upside is real, but future shareholder returns now depend more on durable value capture than simple volume growth.
|
| 76 |
LSCC
|
ai
automation
cybersecurity
hardware
semiconductors
|
Lattice Semiconductor Corporation
|
2.1x
|
0.60
|
Lattice can outgrow most small-cap semis if low-power FPGA content keeps expanding in AI servers, secure control, and physical-AI edge systems, but the stock already discounts a lot of success, so five-year shareholder upside depends on turning design wins and new-product mix into visible production revenue.
|
| 77 |
META
|
advertising
ai
communications
hardware
media
|
Meta Platforms, Inc.
|
2.1x
|
0.80
|
Meta is one of the clearest Last Economy beneficiaries because it already owns massive attention and advertiser demand, so AI can improve ranking, targeting and business messaging faster than most rivals can build distribution; the upside comes if WhatsApp commerce, trusted agent rails and glasses add real non-ad revenue before capex and regulation compress the story.
|
| 78 |
ORCL
|
ai
cloud
enterprise
software
|
Oracle Corporation
|
2.1x
|
0.72
|
Oracle is one of the few incumbents with two AI-era control points at once—mission-critical enterprise workflows and scarce cloud capacity—so if it converts backlog into live OCI usage without balance-sheet strain, it can more than double equity value by 2031 even from mega-cap scale.
|
| 79 |
RMBS
|
ai
cybersecurity
hardware
semiconductors
|
Rambus Inc.
|
2.1x
|
0.62
|
Rambus is a cash-rich, asset-light way to own AI memory bottlenecks: if it converts HBM4E, MRDIMM and security design-ins into sustained royalties and product shipments, revenue can more than double by 2031 even with some multiple compression.
|
| 80 |
TSM
|
ai
hardware
semiconductors
|
Taiwan Semiconductor Manufacturing Company Limited
|
2.0x
|
0.90
|
TSMC is the highest-quality physical bottleneck in AI compute: if it executes N2 and advanced packaging expansion without letting global capex dilute returns, revenue can roughly double by 2031 while the stock still compounds in the low teens from an already massive base.
|
| 81 |
PANW
|
ai
cloud
cybersecurity
enterprise
software
|
Palo Alto Networks, Inc.
|
2.0x
|
0.74
|
Palo Alto Networks can still plausibly double over five years because it is evolving from a firewall-led vendor into a broader security control plane across network, cloud, SOC, browser, AI and identity, letting it capture more wallet share as AI expands the attack surface.
|
| 82 |
MPWR
|
ai
automotive
enterprise
hardware
semiconductors
|
Monolithic Power Systems, Inc.
|
2.0x
|
0.60
|
MPS is one of the cleaner ways to own rising AI and electrification power density: it already ships at scale, wins sticky hardware design slots, and can grow revenue materially through higher content per server and vehicle, though today’s premium valuation means most upside must come from execution rather than multiple expansion.
|
| 83 |
MU
|
ai
cloud
hardware
semiconductors
|
Micron Technology, Inc.
|
2.0x
|
0.78
|
Micron is no longer just a cyclical memory supplier; it now owns scarce AI-memory and packaging capacity that can keep revenue, margins and strategic relevance structurally above prior cycles, but its sheer size and capital intensity cap the upside versus more software-like AI winners.
|
| 84 |
PL
|
aerospace
defense
enterprise
software
space
|
Planet Labs PBC
|
2.0x
|
0.67
|
Planet owns a scarce orbital data-rights asset that becomes more useful as AI turns imagery into workflow decisions, but the stock already embeds much of that strategic value, so strong operating wins likely translate into moderate rather than explosive equity upside.
|
| 85 |
ANET
|
ai
cloud
hardware
networking
software
|
Arista Networks, Inc.
|
2.0x
|
0.74
|
Arista is a premium AI-networking toll road: if Ethernet keeps taking share in AI clusters and its software stack captures more assurance, observability, and WAN attach, revenue can more than double by 2031, but the stock already prices in much of that quality so upside is solid rather than explosive.
|
| 86 |
ARM
|
ai
cloud
hardware
semiconductors
software
|
Arm Holdings plc
|
2.0x
|
0.80
|
Arm is a high-quality AI architecture tollbooth: if it converts rising data-center CPU share, Armv9/CSS mix and selective first-party silicon into richer royalty dollars per design win, revenue can compound much faster than the broader chip market, but because the stock already discounts a lot, shareholder upside likely comes from execution more than multiple expansion.
|
| 87 |
FN
|
ai
automation
communications
hardware
networking
|
Fabrinet
|
2.0x
|
0.62
|
Fabrinet should convert AI’s rising optical intensity into higher utilization, share gains, and better mix as new Thailand capacity fills with harder-to-build interconnect and photonics programs; that can still roughly double enterprise value by 2031 even if the multiple cools from today’s premium.
|
| 88 |
NVDA
|
ai
hardware
networking
semiconductors
software
|
NVIDIA Corporation
|
2.0x
|
0.96
|
NVIDIA should keep compounding because the scarce input in the Last Economy is deployable AI capacity, and NVIDIA still owns the default stack for that capacity across chips, networking, systems and tooling; the biggest upside is from expanding into sovereign, enterprise and industrial control layers, not just selling more accelerators.
|
| 89 |
AVGO
|
ai
cloud
networking
semiconductors
software
|
Broadcom Inc.
|
1.9x
|
0.70
|
Broadcom should keep compounding as one of the few firms able to turn hyperscaler AI roadmaps into shipped custom silicon and high-bandwidth Ethernet, while VMware provides a sticky cash engine; the upside is real but future returns depend on holding margins and duration, not just riding the AI narrative.
|
| 90 |
COHR
|
automation
communications
hardware
networking
semiconductors
|
Coherent Corp.
|
1.9x
|
0.70
|
Coherent should compound through 2031 as AI datacenter optics, higher-speed transceivers, co-packaged optics, and optical switching expand faster than the broader hardware market, while six-inch indium phosphide scale and customer-backed capacity improve mix and margins; the cap is that this is still a capital-intensive component business selling to a few powerful buyers.
|
| 91 |
SITM
|
ai
communications
hardware
semiconductors
|
SiTime Corporation
|
1.9x
|
0.60
|
SiTime is a scarce precision-timing supplier riding AI and datacenter synchronization demand; if the Renesas timing deal closes and integrates well, it can evolve from a premium component vendor into a broader timing franchise, though much of the easy multiple expansion is already priced in.
|
| 92 |
TSLA
|
ai
automation
automotive
energy
robotics
|
Tesla, Inc.
|
1.9x
|
0.60
|
Tesla still has a credible path to outgrow large-cap peers because it controls the fleet, charging, batteries, customer account and software surface; if it converts that installed base into more storage, recurring software and limited commercial autonomy, revenue can nearly triple by 2031, though the stock already discounts part of that future.
|
| 93 |
AAOI
|
ai
communications
hardware
networking
semiconductors
|
Applied Optoelectronics, Inc.
|
1.9x
|
0.60
|
AAOI is a leveraged but fragile AI-networking equity: if it converts recent 800G and 1.6T wins into sustained qualified output, its vertically integrated laser-to-transceiver stack can scale revenue far faster than past optics cycles, but the stock already discounts a lot of that upside so execution must outrun dilution and commoditization.
|
| 94 |
MSFT
|
ai
cloud
cybersecurity
enterprise
software
|
Microsoft Corporation
|
1.9x
|
0.84
|
Microsoft is one of the few companies that can monetize AI at three layers at once—cloud compute, enterprise control, and daily workflow distribution—and if Azure capacity keeps expanding, it can turn Copilot and agent adoption into a larger, stickier, more usage-led revenue base by 2031.
|
| 95 |
AMZN
|
advertising
ai
cloud
enterprise
transportation
|
Amazon.com, Inc.
|
1.9x
|
0.84
|
Amazon is one of the few mega-caps positioned to capture AI value at two layers at once—compute through AWS and transactions through commerce, ads, and logistics—so the five-year upside comes more from profit-mix shift than pure revenue growth, provided the 2026-2027 capex surge converts into durable utilization.
|
| 96 |
DELL
|
ai
cloud
enterprise
hardware
networking
|
Dell Technologies Inc.
|
1.9x
|
0.60
|
Dell is not the primary owner of AI scarcity rents, but it is a scaled enterprise execution layer; if it converts backlog into shipped systems, storage attach, and financed lifecycle contracts, it can compound revenue near the high end of its framework and lift equity roughly 2x or better by 2031 without needing heroic multiple expansion.
|
| 97 |
JBL
|
ai
automation
cloud
hardware
healthcare
|
Jabil Inc.
|
1.9x
|
0.55
|
Jabil can compound value by shifting from a broad contract manufacturer toward a higher-value AI infrastructure integrator in racks, power, cooling, and regulated builds; if that mix shift proves durable in margins and cash flow, the stock can earn both earnings growth and a modest multiple lift.
|
| 98 |
CRM
|
ai
automation
cloud
enterprise
software
|
Salesforce, Inc.
|
1.9x
|
0.58
|
Salesforce can still compound meaningfully because AI adoption is more likely to land inside existing customer records, permissions, and workflows than in greenfield tools; if Agentforce, Data Cloud, Slack, and Informatica lift expansion without breaking cash discipline, the franchise can move from low-growth software skepticism back to durable platform compounding.
|
| 99 |
NET
|
cloud
cybersecurity
enterprise
networking
software
|
Cloudflare, Inc.
|
1.9x
|
0.68
|
Cloudflare is a high-quality AI-era network gatekeeper: if it keeps converting large accounts into broader platform relationships, AI-driven traffic, security, and edge execution can compound revenue sharply, but shareholder upside is capped by an already premium starting valuation.
|
| 100 |
SNPS
|
ai
cloud
enterprise
semiconductors
software
|
Synopsys, Inc.
|
1.9x
|
0.78
|
Synopsys should outperform as AI makes chip and system engineering more complex, because it already controls trusted design, verification, and simulation workflows; the Ansys deal expands that control point, while debt paydown and better IP execution can turn today’s reset valuation into a solid 5-year double.
|
| 101 |
CDNS
|
ai
enterprise
hardware
semiconductors
software
|
Cadence Design Systems, Inc.
|
1.9x
|
0.78
|
Cadence should keep compounding as AI increases chip and system design complexity, letting it deepen wallet share across core EDA, verification hardware, IP, and system analysis; the upside is durable workflow control, not a speculative moonshot.
|
| 102 |
PLTR
|
ai
cloud
defense
enterprise
software
|
Palantir Technologies Inc.
|
1.9x
|
0.78
|
Palantir can become the trusted operating layer for production AI in government and large enterprises; if U.S. commercial momentum proves repeatable and software mix stays high, revenue can compound hard, but shareholder upside is capped by an already exceptional starting valuation.
|
| 103 |
MTSI
|
communications
defense
hardware
networking
semiconductors
|
MACOM Technology Solutions Holdings, Inc.
|
1.8x
|
0.60
|
MACOM has a real five-year growth path as AI infrastructure drives demand for faster optical and copper links and as defense and satellite programs convert into production, but because the stock already carries a premium valuation, shareholder returns are more likely to come from strong execution and steady compounding than from another major rerating.
|
| 104 |
CEG
|
ai
energy
enterprise
nuclear
|
Constellation Energy Corporation
|
1.8x
|
0.82
|
Constellation is a scarce-power owner with a credible path to turn AI-driven electricity demand into higher-value long-duration contracts, but the stock already reflects much of that scarcity, so the next five years look more like premium compounding than explosive rerating.
|
| 105 |
ON
|
ai
automation
automotive
energy
semiconductors
|
ON Semiconductor Corporation
|
1.8x
|
0.60
|
onsemi is a qualified power-and-sensing franchise with real upside from EV power, grid and storage, and AI power delivery; if it restores fab utilization and keeps shifting mix into harder-to-replace high-value sockets, revenue and valuation quality can recover meaningfully, though it is unlikely to earn the extreme multiples of pure AI bottleneck assets.
|
| 106 |
BWXT
|
aerospace
defense
energy
healthcare
nuclear
|
BWX Technologies, Inc.
|
1.8x
|
0.72
|
BWXT owns scarce, regulated nuclear manufacturing and trust gates that should compound with naval propulsion, special materials, commercial nuclear services and isotope demand, but the stock already reflects much of that scarcity, so the next five years are more likely to produce strong compounding than true hypergrowth.
|
| 107 |
GOOG
|
advertising
ai
cloud
media
software
|
Alphabet Inc.
|
1.8x
|
0.76
|
Alphabet is still one of the best-positioned AI-era compounders because it owns both mass consumer distribution and the compute stack behind monetization, so even if AI compresses some software value, Alphabet can recapture it through higher-intent ads, cloud AI, security, and transaction layers; the debate is returns on capacity, not relevance.
|
| 108 |
NTAP
|
cloud
cybersecurity
enterprise
hardware
software
|
NetApp, Inc.
|
1.8x
|
0.55
|
NetApp can compound as a higher-quality data-control layer: ONTAP switching costs, hyperscaler distribution, and cyber/AI attach should lift mix and support a modest rerating even if the core storage market stays mature.
|
| 109 |
VRT
|
automation
cloud
communications
hardware
software
|
Vertiv Holdings Co
|
1.8x
|
0.78
|
Vertiv is a high-quality AI infrastructure toll road: if it converts backlog into factory-standardized power and cooling systems and keeps attaching services and monitoring, revenue can more than double by 2031, but the stock already prices in much of the near-term boom so upside should come from execution and mix, not another extreme rerating.
|
| 110 |
VST
|
energy
nuclear
|
Vistra Corp.
|
1.8x
|
0.64
|
Vistra can compound equity at a mid-teens rate by converting scarce nuclear and gas capacity into longer-duration contracted cash flow, adding Cogentrix scale, and using stronger credit to fund growth while still supporting buybacks; the upside is a shift from merchant optionality toward infrastructure-like earnings.
|
| 111 |
TLN
|
ai
energy
nuclear
|
Talen Energy Corporation
|
1.7x
|
0.70
|
Talen is a leveraged owner of scarce PJM firm power; if management converts that scarcity into long-duration large-load contracts while integrating acquired gas assets and keeping leverage disciplined, per-share cash flow can compound meaningfully through 2031.
|
| 112 |
ETN
|
aerospace
automation
energy
hardware
software
|
Eaton Corporation plc
|
1.7x
|
0.78
|
Eaton looks like an AI-era electrical toll collector: it sells hard-to-replace power gear, channel access and trusted installed-base infrastructure into the exact bottlenecks AI makes scarcer, so five-year upside comes from mix shift, backlog conversion, portfolio cleanup and higher-value data-center power/thermal bundles more than from generic software.
|
| 113 |
PWR
|
cloud
communications
energy
|
Quanta Services, Inc.
|
1.7x
|
0.60
|
Quanta is a scaled bottleneck manager for the AI power buildout: it does not own the electrons or the data centers, but it owns scarce field execution, customer trust and schedule certainty in the grid, generation and large-load projects that must happen before AI demand can be served.
|
| 114 |
CRWD
|
ai
cloud
cybersecurity
enterprise
software
|
CrowdStrike Holdings, Inc.
|
1.7x
|
0.70
|
CrowdStrike should remain an AI-era cyber winner because AI expands the attack surface, machine identities, and response complexity while Falcon’s single-agent data plane and Flex contracts convert that complexity into deeper wallet share; the constraint is that the stock already prices in a lot of success, so 5-year upside depends more on sustained execution than on further rerating.
|
| 115 |
LITE
|
ai
communications
hardware
networking
semiconductors
|
Lumentum Holdings Inc.
|
1.7x
|
0.67
|
Lumentum owns a real AI-era bottleneck in qualified photonics capacity and can compound revenue hard through 2031, but from today’s rerated valuation most shareholder upside depends on turning scarcity into durable systems content, better mix, and modest recurring trust-layer revenue rather than on another major multiple expansion.
|
| 116 |
ASML
|
ai
hardware
semiconductors
software
|
ASML Holding N.V.
|
1.6x
|
0.86
|
ASML remains the toll booth on advanced chip scaling: AI keeps pulling forward leading-edge and memory capacity, while next-generation EUV, richer service attachment and trusted software layers can lift revenue materially even if China stays constrained.
|
| 117 |
EQIX
|
ai
cloud
enterprise
networking
software
|
Equinix, Inc.
|
1.6x
|
0.74
|
Equinix should keep compounding because AI raises the value of scarce metro power, neutral interconnection and trusted distribution, but its already-premium valuation means the likely win is durable double-digit enterprise value growth, not venture-style hypergrowth.
|
| 118 |
STEM
|
ai
automation
energy
enterprise
software
|
Stem, Inc.
|
1.6x
|
0.50
|
Stem is a small, financially stressed but real operating-software layer for clean-energy fleets; if PowerTrack keeps shifting mix toward recurring software, managed services, and eventually verified outcome or gain-share products, the equity can compound non-linearly from a depressed base without needing heroic market-share assumptions.
|
| 119 |
HPE
|
cloud
enterprise
hardware
networking
software
|
Hewlett Packard Enterprise Company
|
1.4x
|
0.55
|
HPE can outperform a normal hardware OEM over the next five years if Juniper lifts networking mix, GreenLake deepens recurring control-plane attach, and enterprise AI infrastructure demand keeps expanding; the opportunity is a rerating into a better-quality hybrid AI infrastructure operator, not a moonshot software story.
|
| 120 |
NEE
|
ai
energy
nuclear
|
NextEra Energy, Inc.
|
1.4x
|
0.80
|
NextEra can turn AI-era power scarcity into premium regulated and contracted growth because it controls Florida load growth, project finance and time-to-power assets; but for shareholders this still looks like a high-quality compounder rather than a true hypergrowth equity because regulation, capex and dilution ration how much demand becomes equity value.
|