Industry mind map for investors

FrontierScope

Industry change, mapped

Connect listed companies, private participants, research institutions, milestones, filings, papers, and news into one industry lens.

Sectors · Enabling technologies · Companies · News · Papers · Filings

Live industry graph

One sector reveals the connected stack

New evidence attached
Selected sectorFusion Energy

4 capabilities · 8 participants · 3 milestones

01Sector
02Enablers
03Participants
04Evidence
How the map works

Start anywhere. Follow the chain.

One sector can open the suppliers, adjacent industries, companies, filings, papers, and news around it.

01

Sector

02

Enablers

03

Participants

04

Evidence

8
Industries
32
Capabilities
60
Participants
27
Milestones

Explore by sector

Frontier industries, already connected.

Scan the stage, capabilities, participants, and evidence trail before opening the full map.

8

Industries

32

Capabilities

60

Participants

27

Milestones

Investment discovery layer

From a future industry to its connected stocks, supply chain, and evidence.

This layer is designed to judge relevance, not to rank picks. It explains why a company belongs near an industry and what evidence still needs to be checked.

Relevance framework
01

Direct business exposure

02

Revenue or order evidence

03

Supply-chain role

04

Evidence quality

05

Recent confirming events

AI data center infrastructure

Tracks the physical stack behind AI demand: power, cooling, networking, memory, and facilities.

Investor question

If AI compute keeps growing, where do power, cooling, and networking bottlenecks appear first?

Value chain

1Grid capacityTransformers, switchgear, substations, and interconnection queues.
2CoolingLiquid cooling, immersion systems, heat exchangers, and facility design.
3Optical networkingSwitches, optical modules, co-packaged optics, and coherent links.

Related company candidates

VertivVRT

NYSE

Infrastructure

Data center power and thermal management supplier.

High confidence

Arista NetworksANET

NYSE

Supplier

Cloud and AI networking switch exposure.

High confidence

Quanta ServicesPWR

NYSE

Infrastructure

Grid construction and utility infrastructure exposure.

Medium confidence

Evidence to collect

company filingsearnings transcriptsdata center capex newsdelayed quotes

Advanced semiconductor packaging

Maps the manufacturing layer that connects AI accelerators, HBM, interposers, substrates, and test equipment.

Investor question

When GPU demand rises, which packaging bottlenecks become capacity gates?

Value chain

1HBM stackHigh-bandwidth memory supply, TSVs, and stack yield.
2Interposer and substrateSilicon interposers, organic substrates, and emerging glass substrates.
3Bonding and testHybrid bonding, inspection, probe cards, and advanced test systems.

Related company candidates

TSMCTSM

NYSE

Core

CoWoS and advanced packaging capacity are central to AI accelerator supply.

High confidence

SK hynix000660

KRX

Supplier

HBM supplier tied to AI accelerator memory demand.

High confidence

ASE TechnologyASX

NYSE

Supplier

Outsourced semiconductor assembly and test provider.

Medium confidence

Evidence to collect

filingsearnings transcriptssupply-chain newsmarket prices

Grid modernization

Covers equipment, software, and construction needed for electrification, renewables, and AI load growth.

Investor question

Which grid components become scarce as load growth accelerates?

Value chain

1TransformersLarge power transformers and distribution transformers.
2HVDC and transmissionLong-distance lines, converter stations, and grid interconnects.
3Grid softwareLoad forecasting, DER management, and grid automation.

Related company candidates

EatonETN

NYSE

Supplier

Electrical equipment supplier tied to data center and grid demand.

High confidence

Hitachi6501

TSE

Supplier

Grid equipment and power systems exposure through energy infrastructure.

Medium confidence

Evidence to collect

utility capex plansequipment backlogsgovernment grid programsquotes

Power semiconductors

Follows SiC and GaN devices used in EVs, charging, data center power, renewables, and industrial drives.

Investor question

Which end markets convert faster to SiC and GaN, and who controls substrate capacity?

Value chain

1SubstratesSiC wafers, GaN-on-silicon, and crystal growth.
2DevicesMOSFETs, diodes, modules, and power ICs.
3End marketsEV inverters, chargers, solar inverters, servers, and industrial systems.

Related company candidates

WolfspeedWOLF

NYSE

Core

SiC materials and device exposure, with execution and balance-sheet risk to verify.

Medium confidence

InfineonIFX

XETRA

Core

Broad power semiconductor supplier across automotive, industrial, and energy markets.

High confidence

Evidence to collect

company filingsproduct roadmapscustomer winsquote data

Battery recycling and urban mining

Connects EV adoption, critical minerals, black mass, refining, and closed-loop battery supply.

Investor question

When enough batteries reach end-of-life, which recyclers and refiners gain feedstock advantage?

Value chain

1CollectionEnd-of-life EV packs, consumer batteries, and manufacturing scrap.
2Black massPre-processing, shredding, and intermediate material recovery.
3RefiningLithium, nickel, cobalt, manganese, graphite, and precursor recovery.

Related company candidates

Li-CycleLICY

OTC

Watchlist

Direct recycling exposure, but financing and execution risk require careful evidence checks.

Low confidence

UmicoreUMI

EBR

Supplier

Battery materials and recycling exposure across the European supply chain.

Medium confidence

Evidence to collect

battery scrap pricingcompany filingsplant updatespolicy incentives

AI drug discovery

Tracks model-driven target discovery, protein design, automated labs, and clinical translation.

Investor question

Which AI platforms show evidence in partnered programs, clinical assets, or lab productivity?

Value chain

1Biological dataOmics, structure, assay, and clinical datasets.
2ModelsTarget discovery, molecule generation, protein design, and prediction models.
3Clinical translationPartnered programs, IND filings, trials, and milestone payments.

Related company candidates

Recursion PharmaceuticalsRXRX

NASDAQ

Core

AI-enabled discovery platform with pipeline and partnership signals to verify.

Medium confidence

SchrodingerSDGR

NASDAQ

Supplier

Computational chemistry software and drug discovery programs.

Medium confidence

Evidence to collect

clinical trial databasesSEC filingspartnership newsscientific papers

Autonomous robotics stack

Connects physical AI, sensors, motion control, factory automation, logistics, and safety systems.

Investor question

Which suppliers benefit if robots move from demos into factory and logistics workflows?

Value chain

1PerceptionCameras, lidar, tactile sensors, edge inference, and safety perception.
2Motion controlActuators, reducers, servos, force control, and battery systems.
3DeploymentFactory integration, logistics workflows, fleet management, and maintenance.

Related company candidates

Keyence6861

TSE

Supplier

Factory sensing and automation exposure around robot deployment environments.

Medium confidence

Harmonic Drive Systems6324

TSE

Supplier

Precision reducers used in robotics motion systems.

Medium confidence

NVIDIANVDA

NASDAQ

Infrastructure

Simulation, robot training, and edge AI stack exposure.

Medium confidence

Evidence to collect

factory automation filingsrobot deployment newspatentsquotes

AI security and digital provenance

Tracks the trust layer around AI adoption: identity, model security, content provenance, and data protection.

Investor question

As enterprises deploy AI agents, which security layers become mandatory spend?

Value chain

1Identity and accessWorkforce identity, machine identity, privileged access, and agent permissions.
2Model securityPrompt injection defense, model monitoring, data leakage control, and red teaming.
3ProvenanceWatermarking, content credentials, audit trails, and compliance evidence.

Related company candidates

CloudflareNET

NYSE

Infrastructure

Network security, bot defense, and emerging AI security surface area.

Medium confidence

CrowdStrikeCRWD

NASDAQ

Supplier

Endpoint, identity, and cloud security platform relevant to AI-enabled enterprise workflows.

Medium confidence

Evidence to collect

security product newsearnings transcriptscyber incident dataquotes
Signal board

Milestones, market structure, and evidence in one place.

FrontierScope is built around source-backed industry records, not isolated company pages.

01What is changing?Begin with the industry stage and active capabilities.
02Who is involved?Move into companies, institutions, and ecosystem roles.
03What supports it?Check milestones and source links before going deeper.
Recent milestones
Ecosystem signals

Subsystem suppliers are becoming visible

Magnets, blankets, fuel handling, and neutron-resistant materials are forming specialist markets.

Power customers are entering earlier

Large clean-power customers are tracking fusion before commercial plants exist.

Regulators are testing reusable review patterns

SMR scale-up depends on whether safety reviews can become more repeatable across jurisdictions.

Data layers

Industry graph

Related sectors, enabling technologies, supply chains, and customer markets.

Company context

Public, small-cap public, private, startup, and research participants by role.

Evidence trail

Filings, papers, company releases, programs, reports, and news links.

How people use it

Start with a question, then follow the relationship.

01

What is changing?

Begin with the industry stage and active capabilities.

02

Who is involved?

Move into companies, institutions, and ecosystem roles.

03

What supports it?

Check milestones and source links before going deeper.

Live API layer

Recent source signals

News and research leads are fetched from public APIs and linked back to the industry map.

Open map
Checking public APIs...