# Map the AI market before you form a view.

Canonical source: [https://isaiuseful.com/investors](https://isaiuseful.com/investors)

<a id="main-content"></a>

Independent research starter · reviewed 4 August 2026

Technology value, adopter ROI, supplier economics and security returns are different questions. Use this neutral map to collect filings and operating evidence, write a thesis or counter-thesis, decide what would falsify it, and reach your own conclusion.

- [Follow the eight gates](#stack)

- [Browse public companies](#players)

> map the layer
> collect primary evidence
> write the countercase
> name the falsifier
4
separate ledgers before an AI story becomes a research thesis.
**Evidence**

what is measured?
**Cash**

who captures it?
**Price**

what is assumed?
**Risk**

what changes it?

01 · Start here

## Keep four questions on separate sheets.

A useful system can help a worker, a customer can see a return, and a supplier can report revenue. None of those observations alone settles what an owner of a security receives.

01

### Usefulness

Does a bounded workflow become faster, safer, more accurate or more accessible after review and operating cost?

**Collect: accepted-work evidence.**

02

### Customer economics

Does the adopter retain value after licences, integration, data, human review, governance and change management?

**Collect: repeatable payback evidence.**

03

### Supplier economics

Which layer receives revenue, and what remains after power, depreciation, model renewal, sales expense and competition?

**Collect: cash-conversion evidence.**

04

### Security economics

What growth, margins, reinvestment and durability appear embedded in a market price, and how does a less-perfect outcome change the case?

**Collect: downside sensitivities.**

The site’s [claim-boundary guide](https://isaiuseful.com/evidence.html.md#claim-boundary) explains why task results do not establish sector-wide outcomes.

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02 · Follow the money

## Follow the money through eight gates.

This is an illustrative path, not a chain of ownership or a claim that one layer captures more value. Demand can enter at several gates, and roles can overlap.

1. 01 Power, land & datacentres Grid access, cooling, land, construction, capacity and financing. Ask: what is actually deliverable?
2. 02 Chip equipment & foundries Tools, fabs, packaging and manufacturing capacity. Ask: where is the constraint?
3. 03 Compute, memory & networking Accelerators, memory, interconnects and systems. Ask: what can substitute?
4. 04 Cloud & distribution Managed capacity, platforms, developer reach and enterprise channels. Ask: does usage become cash?
5. 05 Models Training, post-training, inference and model operations. Ask: can capability sustain a premium?
6. 06 Data & context Permissions, records, evaluation, governance and integration. Ask: what is hard to recreate?
7. 07 Applications & workflows Repeatable jobs, adoption, outcomes, renewal and support. Ask: who owns the job-to-be-done?
8. 08 Edge & devices Local runtimes, embedded systems, privacy, latency and resilience. Ask: where should work run?

03 · Evidence before narrative

## Build a file that can disagree with you.

Start with primary documents. Separate reported measures from adjusted measures, management explanations, independent research and your own scenarios.

### Useful evidence labels

**Official filing** — Financial statements, notes and regulatory filings; check definitions and accounting policy.
**Official IR** — Company presentations, earnings materials and investor-relations pages; useful context, not independent proof.
**Research view** — An external method or interpretation; retain its date, scope and assumptions.
**Your scenario** — A stated condition to test, not a forecast or a conclusion.

### Research sequence

1. Map the customer workflow and buyer urgency.
2. Read revenue quality and customer concentration.
3. Bridge adjusted measures to cash and per-share outcomes.
4. List substitutes, switching costs and supply constraints.
5. Trace capex, depreciation, financing and replacement cycles.
6. Write a counter-thesis before collecting confirming evidence.
7. Set a dated decision rule and falsifier.
8. Record what changed at the next filing.

**Use the full cash bridge.** Revenue and a headline adjusted metric are not cash conversion. Read the reconciliation, capital expenditure, depreciation, stock compensation or dilution, debt and replacement cycle together.

**Keep a countercase alive.** A thesis is a provisional explanation. It becomes more useful when the researcher can say which evidence would make them stop relying on it.

<a id="players"></a>

04 · Public-company directory

## Research public companies by region and market layer.

A diversified, non-exhaustive directory of public suppliers, platforms and adopters referenced across this site. Region means headquarters or primary corporate base, not an exchange listing or broker availability. Each card shows one primary research area only; participation across areas can overlap.

Geographic area
Showing 124 companies.

### ABB

Industrial automation, robotics and electrification provider.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://global.abb/group/en/investors/overview)

### Acer

Computer, display and connected-device manufacturer.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.acer.com/corporate/en/investor-relations)

### Advantest

Test and measurement systems for semiconductor production.

**Region** — Asia-Pacific
**Primary area** — Compute, memory & networking

- [Official investor relations](https://www.advantest.com/en/investors/)

### AGCO

Precision-agriculture and autonomous farm-equipment systems provider.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://investors.agcocorp.com/)

### Airbus

Aerospace manufacturer and industrial-automation adopter.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.airbus.com/en/investors)

### AIXTRON

Deposition equipment supplier for compound semiconductors.

**Region** — Europe
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.aixtron-se.com/en/investors/)

### Alibaba

Digital commerce and cloud-services operator.

**Region** — Asia-Pacific
**Primary area** — Cloud & distribution

- [Official investor relations](https://www.alibabagroup.com/en-US/ir-home)

### Alphabet

Internet services, cloud and AI platform operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://abc.xyz/investor/)

### Amazon

Commerce, cloud infrastructure and service operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://ir.aboutamazon.com/)

### AMD

Compute and graphics semiconductor designer.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://ir.amd.com/)

### Apple

Consumer-device and software ecosystem operator.

**Region** — North America
**Primary area** — Edge & devices

- [Official investor relations](https://investor.apple.com/)

### Applied Digital

Data-centre infrastructure and cloud-services operator.

**Region** — North America
**Primary area** — Power & datacentres

- [Official investor relations](https://ir.applieddigital.com/)

### Applied Materials

Semiconductor manufacturing-equipment supplier.

**Region** — North America
**Primary area** — Equipment & foundries

- [Official investor relations](https://ir.appliedmaterials.com/)

### Arista Networks

Data-centre networking equipment and software provider.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://investors.arista.com/)

### Arm

Processor architecture and software developer.

**Region** — Europe
**Primary area** — Edge & devices

- [Official investor relations](https://investors.arm.com/)

### ASM International

Semiconductor manufacturing-equipment supplier.

**Region** — Europe
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.asm.com/investors/)

### ASML

Semiconductor lithography-systems supplier.

**Region** — Europe
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.asml.com/en/investors)

### ASUS

Computer, component and connected-device manufacturer.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.asus.com/event/Investor/)

### AutoStore

Warehouse cube-storage robotics and automation provider.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.autostoresystem.com/investors)

### Baidu

Internet services and AI cloud operator.

**Region** — Asia-Pacific
**Primary area** — Cloud & distribution

- [Official investor relations](https://ir.baidu.com/)

### BE Semiconductor Industries (Besi)

Semiconductor assembly and packaging-equipment supplier.

**Region** — Europe
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.besi.com/investor-relations/)

### Block

Commerce, payments and financial-software platform operator.

**Region** — North America
**Primary area** — Applications & workflows

- [Official investor relations](https://investors.block.xyz/overview/default.aspx)

### BMW Group

Vehicle manufacturer and named humanoid-robotics deployment partner.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.bmwgroup.com/en/investor-relations.html)

### Broadcom

Semiconductor and infrastructure-software provider.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://investors.broadcom.com/)

### Cadence Design Systems

Electronic-design automation software provider.

**Region** — North America
**Primary area** — Equipment & foundries

- [Official investor relations](https://investor.cadence.com/)

### Cloudflare

Network, security and developer-platform operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://cloudflare.net/investors/)

### CNH Industrial

Agriculture and construction equipment and automation provider.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://investors.cnh.com/overview/default.aspx)

### Constellation Energy

Power generation and energy-services operator.

**Region** — North America
**Primary area** — Power & datacentres

- [Official investor relations](https://investors.constellationenergy.com/)

### CoreWeave

Cloud-computing infrastructure operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://investors.coreweave.com/)

### Daifuku

Material-handling and warehouse-automation systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.daifuku.com/ir/)

### Dassault Systèmes

Engineering and product-lifecycle software provider.

**Region** — Europe
**Primary area** — Applications & workflows

- [Official investor relations](https://investor.3ds.com/)

### Deere & Company

Agriculture and construction equipment with autonomous and precision systems.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://investor.deere.com/)

### Dell Technologies

Enterprise systems, storage and device supplier.

**Region** — North America
**Primary area** — Edge & devices

- [Official investor relations](https://investors.delltechnologies.com/)

### Delta Electronics

Power electronics and thermal-management supplier.

**Region** — Asia-Pacific
**Primary area** — Power & datacentres

- [Official investor relations](https://www.deltaww.com/en-US/IR)

### Digital Realty

Data-centre and digital-infrastructure operator.

**Region** — North America
**Primary area** — Power & datacentres

- [Official investor relations](https://investor.digitalrealty.com/)

### DISCO

Semiconductor dicing and grinding-equipment supplier.

**Region** — Asia-Pacific
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.disco.co.jp/eg/investor/)

### Dobot

Collaborative and industrial-robotics systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official HKEX issuer disclosures](https://www1.hkexnews.hk/search/titlesearch.xhtml?category=0&lang=EN&market=SEHK&stockId=1000243257)

### Eaton

Power-management and electrical-systems provider.

**Region** — Europe
**Primary area** — Power & datacentres

- [Official investor relations](https://www.eaton.com/us/en-us/company/investor-relations.html)

### Elastic

Search, observability and security software provider.

**Region** — North America
**Primary area** — Models & context

- [Official investor relations](https://ir.elastic.co/overview/default.aspx)

### Equinix

Digital-infrastructure and interconnection operator.

**Region** — North America
**Primary area** — Power & datacentres

- [Official investor relations](https://investor.equinix.com/)

### Ericsson

Telecommunications network-infrastructure provider.

**Region** — Europe
**Primary area** — Compute, memory & networking

- [Official investor relations](https://www.ericsson.com/en/investors)

### FANUC

Industrial-robot, CNC and factory-automation systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.fanuc.co.jp/en/ir/)

### Fincantieri

Shipbuilder and named humanoid-welding development partner.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.fincantieri.com/en/investor-relations)

### Fujitsu

Enterprise technology and services provider.

**Region** — Asia-Pacific
**Primary area** — Applications & workflows

- [Official investor relations](https://www.fujitsu.com/global/about/ir/)

### GIGABYTE

Computer hardware and component manufacturer.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.gigabyte.com/Investor)

### GitLab

Software-development lifecycle platform operator.

**Region** — North America
**Primary area** — Applications & workflows

- [Official investor relations](https://ir.gitlab.com/)

### GXO Logistics

Contract-logistics operator and named live humanoid-robotics deployment partner.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://investors.gxo.com/)

### Hewlett Packard Enterprise

Enterprise compute, storage and networking provider.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://investors.hpe.com/)

### Hitachi

Industrial, digital and infrastructure-systems provider.

**Region** — Asia-Pacific
**Primary area** — Applications & workflows

- [Official investor relations](https://www.hitachi.com/IR-e/)

### Hon Hai Precision (Foxconn)

Electronics manufacturing and systems integrator.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.honhai.com/en-US/investor)

### Horizon Robotics

Automotive and physical-AI compute and assisted-driving systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official HKEX issuer disclosures](https://www1.hkexnews.hk/search/titlesearch.xhtml?category=0&lang=EN&market=SEHK&stockId=1000238030)

### HP Inc.

Personal systems and printing-device manufacturer.

**Region** — North America
**Primary area** — Edge & devices

- [Official investor relations](https://investor.hp.com/overview/default.aspx)

### Huayan Robotics

Industrial robotic-arms and automation provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official HKEX issuer disclosures](https://www1.hkexnews.hk/search/titlesearch.xhtml?category=0&lang=EN&market=SEHK&stockId=1000297158)

### Husqvarna Group

Robotic outdoor-equipment systems provider.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.husqvarnagroup.com/en/investors)

### Hut 8

Energy and digital-infrastructure operator.

**Region** — North America
**Primary area** — Power & datacentres

- [Official investor relations](https://www.hut8.com/investors)

### Hyundai Motor

Vehicle manufacturer and majority owner of Boston Dynamics.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.hyundai.com/worldwide/en/company/ir)

### IBM

Enterprise software, infrastructure and services provider.

**Region** — North America
**Primary area** — Applications & workflows

- [Official investor relations](https://www.ibm.com/investor)

### Infineon

Semiconductor supplier for power and embedded systems.

**Region** — Europe
**Primary area** — Compute, memory & networking

- [Official investor relations](https://www.infineon.com/about/investor)

### Intel

Semiconductor design and manufacturing company.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://www.intc.com/)

### Intuitive Surgical

Robotic-assisted surgery systems provider.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://investor.intuitivesurgical.com/)

### IREN

Data-centre and cloud-computing infrastructure operator.

**Region** — Asia-Pacific
**Primary area** — Cloud & distribution

- [Official investor relations](https://www.iren.com/investors)

### KION Group

Warehouse equipment, intralogistics and automation provider.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.kiongroup.com/en/Investor-Relations/)

### KLA

Semiconductor process-control equipment supplier.

**Region** — North America
**Primary area** — Equipment & foundries

- [Official investor relations](https://ir.kla.com/)

### Kubota

Agricultural equipment with autonomous and precision-farming systems.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.kubota.com/ir/)

### Lam Research

Wafer-fabrication equipment supplier.

**Region** — North America
**Primary area** — Equipment & foundries

- [Official investor relations](https://investor.lamresearch.com/)

### Lenovo

Personal, enterprise and edge-device provider.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://investor.lenovo.com/en/)

### Marvell Technology

Data-infrastructure semiconductor designer.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://investor.marvell.com/)

### MediaTek

Connectivity and device-system semiconductor designer.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.mediatek.com/investor-relations)

### Mercedes-Benz Group

Vehicle manufacturer and named humanoid-robotics deployment partner.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://group.mercedes-benz.com/investoren/)

### Meta Platforms

Digital-platform and infrastructure operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://investor.atmeta.com/)

### Micro-Star International (MSI)

Computer hardware and gaming-device manufacturer.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.msi.com/about/investor)

### Micron

Memory and storage semiconductor manufacturer.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://investors.micron.com/)

### MicroPort MedBot

Surgical-robotics systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official HKEX issuer disclosures](https://www1.hkexnews.hk/search/titlesearch.xhtml?category=0&lang=EN&market=SEHK&stockId=1000118830)

### Microsoft

Enterprise software, cloud and platform operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://www.microsoft.com/en-us/Investor)

### Midea Group

Industrial and home-technology group with robotics and automation operations, including KUKA.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.midea.com.cn/en/Investors?wcmmode=disabled)

### Nebius Group

Cloud-computing infrastructure operator.

**Region** — Europe
**Primary area** — Cloud & distribution

- [Official investor relations](https://nebius.com/investors)

### NEC

Network, computing and digital-services provider.

**Region** — Asia-Pacific
**Primary area** — Compute, memory & networking

- [Official investor relations](https://www.nec.com/en/global/ir/)

### Nokia

Network infrastructure and telecommunications supplier.

**Region** — Europe
**Primary area** — Compute, memory & networking

- [Official investor relations](https://www.nokia.com/about-us/investors/)

### Nordic Semiconductor

Low-power wireless semiconductor designer.

**Region** — Europe
**Primary area** — Edge & devices

- [Official investor relations](https://www.nordicsemi.com/Investors)

### NVIDIA

Accelerated-computing hardware and software provider.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://investor.nvidia.com/)

### NXP Semiconductors

Embedded and automotive semiconductor supplier.

**Region** — Europe
**Primary area** — Edge & devices

- [Official investor relations](https://investors.nxp.com/)

### Ocado Group

Online grocery and automation technology operator.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.ocadogroup.com/investors)

### OMRON

Industrial automation, sensing and control-systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.omron.com/global/en/ir/)

### Oracle

Enterprise software and cloud-infrastructure operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://investor.oracle.com/)

### OVHcloud

Cloud and data-centre infrastructure operator.

**Region** — Europe
**Primary area** — Cloud & distribution

- [Official investor relations](https://corporate.ovhcloud.com/en/investor-relations/)

### Palantir

Data integration and operational-software provider.

**Region** — North America
**Primary area** — Models & context

- [Official investor relations](https://investors.palantir.com/)

### Qualcomm

Wireless and edge-computing semiconductor designer.

**Region** — North America
**Primary area** — Edge & devices

- [Official investor relations](https://investor.qualcomm.com/)

### Rainbow Robotics

Humanoid and collaborative-robotics systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.rainbow-robotics.com/ir)

### Renault Group

Vehicle manufacturer and named humanoid-robotics deployment partner.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.renaultgroup.com/en/finance/)

### Renesas Electronics

Embedded and automotive semiconductor supplier.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.renesas.com/us/en/about/ir)

### Richtech Robotics

Service-robotics systems provider.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://ir.richtechrobotics.com/)

### Rockwell Automation

Industrial-automation hardware, control and software provider.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://www.rockwellautomation.com/en-us/company/investor-relations.html)

### Salesforce

Customer and enterprise workflow-software provider.

**Region** — North America
**Primary area** — Applications & workflows

- [Official investor relations](https://investor.salesforce.com/)

### Samsung Electronics

Device, memory and electronics manufacturer.

**Region** — Asia-Pacific
**Primary area** — Edge & devices

- [Official investor relations](https://www.samsung.com/global/ir/)

### SAP

Enterprise applications and business-process software provider.

**Region** — Europe
**Primary area** — Applications & workflows

- [Official investor relations](https://www.sap.com/investors/en.html)

### Schneider Electric

Energy-management and industrial-automation provider.

**Region** — Europe
**Primary area** — Power & datacentres

- [Official investor relations](https://www.se.com/ww/en/about-us/investor-relations/)

### SCREEN Holdings

Semiconductor production-equipment supplier.

**Region** — Asia-Pacific
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.screen.co.jp/en/ir)

### Serve Robotics

Autonomous delivery and service-robotics operator.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://ir.serverobotics.com/)

### ServiceNow

Enterprise workflow-software provider.

**Region** — North America
**Primary area** — Applications & workflows

- [Official investor relations](https://www.servicenow.com/company/investor-relations.html)

### Siemens

Industrial automation and digital-industry provider.

**Region** — Europe
**Primary area** — Robotics & automation

- [Official investor relations](https://www.siemens.com/global/en/company/investor-relations.html)

### Siemens Energy

Power-generation and grid-technology provider.

**Region** — Europe
**Primary area** — Power & datacentres

- [Official investor relations](https://www.siemens-energy.com/global/en/home/investor-relations.html)

### SK hynix

Memory semiconductor manufacturer.

**Region** — Asia-Pacific
**Primary area** — Compute, memory & networking

- [Official investor relations](https://www.skhynix.com/ir/UI-FR-IR01/)

### Snowflake

Cloud data-platform operator.

**Region** — North America
**Primary area** — Models & context

- [Official investor relations](https://investors.snowflake.com/)

### SoftBank Group

Technology investment and communications group.

**Region** — Asia-Pacific
**Primary area** — Cloud & distribution

- [Official investor relations](https://group.softbank/en/ir)

### Soitec

Engineered-substrate supplier for semiconductors.

**Region** — Europe
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.soitec.com/en/investors)

### SpaceX

Space, satellite-connectivity and AI infrastructure operator.

**Region** — North America
**Primary area** — Cloud & distribution

- [Official investor relations](https://ir.spacex.com/investors/default.aspx)

### STMicroelectronics

Embedded and industrial semiconductor manufacturer.

**Region** — Europe
**Primary area** — Edge & devices

- [Official investor relations](https://investors.st.com/)

### Supermicro

Server, storage and data-centre systems provider.

**Region** — North America
**Primary area** — Compute, memory & networking

- [Official investor relations](https://ir.supermicro.com/)

### Symbotic

AI-enabled warehouse robotics and automation provider.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://ir.symbotic.com/)

### Synopsys

Electronic-design automation software provider.

**Region** — North America
**Primary area** — Equipment & foundries

- [Official investor relations](https://investor.synopsys.com/)

### Tencent

Internet services, cloud and digital-platform operator.

**Region** — Asia-Pacific
**Primary area** — Cloud & distribution

- [Official investor relations](https://www.tencent.com/en-us/investors.html)

### Teradyne

Semiconductor test and collaborative-robotics systems provider.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://investors.teradyne.com/)

### TeraWulf

Energy and digital-infrastructure operator.

**Region** — North America
**Primary area** — Power & datacentres

- [Official investor relations](https://investors.terawulf.com/)

### Tesla

Electric-vehicle, energy and humanoid-robotics developer.

**Region** — North America
**Primary area** — Robotics & automation

- [Official investor relations](https://ir.tesla.com/)

### Tokyo Electron

Semiconductor production-equipment supplier.

**Region** — Asia-Pacific
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.tel.com/ir/)

### Toyota Motor

Vehicle manufacturer and named commercial-robotics deployment partner.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://global.toyota/en/ir/)

### TSMC

Semiconductor manufacturing and foundry operator.

**Region** — Asia-Pacific
**Primary area** — Equipment & foundries

- [Official investor relations](https://investor.tsmc.com/english)

### Twilio

Communications software and customer-engagement platform operator.

**Region** — North America
**Primary area** — Applications & workflows

- [Official investor relations](https://investors.twilio.com/)

### UBTECH Robotics

Humanoid and service-robotics systems provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.ubtrobot.com/en/investor-relations)

### UMC

Semiconductor foundry operator.

**Region** — Asia-Pacific
**Primary area** — Equipment & foundries

- [Official investor relations](https://www.umc.com/en/InvestorServices/Index)

### UPS

Logistics network and operational-automation adopter.

**Region** — North America
**Primary area** — Applications & workflows

- [Official investor relations](https://investors.ups.com/)

### Vertiv

Data-centre power and thermal-management provider.

**Region** — North America
**Primary area** — Power & datacentres

- [Official investor relations](https://investors.vertiv.com/)

### XPENG

Electric-vehicle and humanoid-robotics developer.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://ir.xiaopeng.com/)

### Yaskawa Electric

Industrial-robotics, motion-control and automation provider.

**Region** — Asia-Pacific
**Primary area** — Robotics & automation

- [Official investor relations](https://www.yaskawa-global.com/ir)

**Directory boundary.**

Inclusion, alphabetical order, card prominence and the availability of editorial material do not indicate endorsement. This is not a recommendation or a verdict on any issuer. Open the official route, then read the underlying filings and form your own view.

05 · Private/public-route watch

## Separate listed shares from private-company status.

“Official public route filed/approved — not yet public shares” identifies only a filed or approved primary-source route, not a listing. “Private operating company — no public route shown here” identifies current operating context only. Neither status means shares are available, a transfer is approved or an IPO is planned; these entries remain outside the public-company directory.

### 1X

Private operating company — no public route shown here.

**Region** — Europe
**Research note** — Home humanoid and supervised-robotics operating context covered in the robotics guide.
**Dated status** — Official operating source checked 4 August 2026.

- [Official operating source](https://www.1x.tech/neo)

### Agility Robotics

Official public route filed/approved — not yet public shares.

**Region** — North America
**Research note** — Digit is covered as a logistics-humanoid operating route.
**Dated status** — SEC Form S-4 source checked 4 August 2026; a filing is not a public listing.

- [Official SEC filing](https://www.sec.gov/Archives/edgar/data/2074973/000121390026077981/ea029792301ex99-1.htm)

### Anthropic

Official public route filed/approved — not yet public shares.

**Region** — North America
**Research note** — Private AI-model developer included for research context.
**Dated status** — Confidential draft S-1 submitted 1 June 2026; any offering remains subject to SEC review, market conditions and other factors.

- [Official status source](https://www.anthropic.com/news/confidential-draft-s1-sec)

### Apptronik

Private operating company — no public route shown here.

**Region** — North America
**Research note** — Apollo humanoid and operating-data context covered in the robotics guide.
**Dated status** — Official Series A disclosure checked 4 August 2026.

- [Official funding source](https://apptronik.com/news-collection/apptronik-closes-over-935-million-series-a)

### Figure AI

Private operating company — no public route shown here.

**Region** — North America
**Research note** — Humanoid-robotics operating company included for research context.
**Dated status** — Official warning checked 4 August 2026: unauthorized stock transfers may be void or not recognized.

- [Official transfer warning](https://www.figure.ai/news/notice-regarding-unauthorized-attempts-to-sell-figure-stock)

### Mistral AI

Private operating company — no public route shown here.

**Region** — Europe
**Research note** — Model developer whose Robostral navigation research appears in the robotics guide.
**Dated status** — Official funding disclosure checked 4 August 2026.

- [Official funding source](https://mistral.ai/fr/news/mistral-ai-raises-1-7-b-to-accelerate-technological-progress-with-ai/)

### NEURA Robotics

Private operating company — no public route shown here.

**Region** — Europe
**Research note** — Physical-AI, training-infrastructure and humanoid context covered in the robotics guide.
**Dated status** — Official Series C disclosure checked 4 August 2026.

- [Official funding source](https://neura-robotics.com/record-series-c/)

### OpenAI

Official public route filed/approved — not yet public shares.

**Region** — North America
**Research note** — Private AI-model developer included for research context.
**Dated status** — Confidential draft S-1 submitted 8 June 2026; timing remains undecided.

- [Official status source](https://openai.com/index/openai-submits-confidential-s-1/)

### Unitree Robotics

Official public route filed/approved — not yet public shares.

**Region** — Asia-Pacific
**Research note** — Humanoid and quadruped operating context covered in the robotics guide.
**Dated status** — CSRC approved the official route on 1 July 2026; that approval is not public shares.

- [Official CSRC approval](https://www.csrc.gov.cn/csrc/c105906/c7642867/content.shtml)

### Wandercraft

Private operating company — no public route shown here.

**Region** — Europe
**Research note** — Medical-exoskeleton and Calvin humanoid operating context covered in the robotics guide.
**Dated status** — Official Series D disclosure checked 4 August 2026.

- [Official funding source](https://www.wandercraft.eu/articles/wandercraft-announces-series-d-round-bringing-75m-in-total-funding-secured-for-global-acceleration-of-ai-powered-robotics)

06 · Thesis lab

## Turn market stories into falsifiable tests.

These are balanced research prompts, not conclusions. Write a claim, a countercase, evidence to collect and a decision rule before treating a narrative as established.

### Inference economics ≠ company returns

**Claim** — Lower cost per useful task could expand usage enough to improve supplier economics.
**Countercase** — Lower cost may be passed through, while utilisation, sales expense or capital intensity prevents company-level returns.
**Evidence to collect** — Usage, realised pricing, gross-margin bridge, utilisation, capex and customer renewal.
**Falsifier / decision rule** — Revisit the claim if falling unit costs do not translate into durable cash conversion after the full infrastructure bill.

### Adjusted profit ≠ cash conversion

**Claim** — A reported adjusted measure may help describe operating progress.
**Countercase** — Capex, depreciation, stock compensation, dilution or financing needs may change the economic picture for an owner.
**Evidence to collect** — Reconciliations, cash-flow statement, capex, useful lives, share count and debt notes.
**Falsifier / decision rule** — Do not rely on the adjusted measure if it cannot be reconciled to a repeatable per-share cash outcome.

### Demand can be circular or concentrated

**Claim** — Committed infrastructure demand could support an expanding ecosystem.
**Countercase** — Financing, supplier commitments or a small set of customers may make reported demand less independent or less durable than it appears.
**Evidence to collect** — Customer concentration, related commitments, contract terms, funding sources and recognised versus committed revenue.
**Falsifier / decision rule** — Rework the thesis if independent end demand and diversified payment capacity are not visible in primary disclosures.

### Infrastructure can overbuild

**Claim** — More capacity may create option value if demand, power and utilisation arrive together.
**Countercase** — Fungible capacity, faster hardware cycles or weak contracts can turn scarcity into low-return overbuild.
**Evidence to collect** — Utilisation, contracted capacity, contract duration, power delivery, hardware residual assumptions and refinancing needs.
**Falsifier / decision rule** — Challenge the claim if capacity grows faster than contracted, cash-generating demand or if residual-value assumptions weaken.

### Cheaper models can expand or compress

**Claim** — Cheaper or open models may unlock demand that was previously uneconomic.
**Countercase** — Capability parity can pressure prices and margins faster than new demand grows.
**Evidence to collect** — Price changes, task substitution, usage elasticity, switching costs, customer outcomes and margin response.
**Falsifier / decision rule** — Reconsider the claim if falling prices increase activity but fail to improve durable economics for the relevant layer.

### Adoption can bottleneck in the workflow

**Claim** — Better models may create useful new production workflows.
**Countercase** — Data readiness, integration, trust, governance, review burden and change management may limit paid deployment.
**Evidence to collect** — Time from pilot to production, renewal, user acceptance, error burden, implementation cost and measurable workflow outcomes.
**Falsifier / decision rule** — Pause the capability-led narrative if adoption evidence remains pilot-heavy or outcomes do not survive operating costs.

For the adjusted-measure test, start with the [SEC’s official non-GAAP interpretations](https://www.sec.gov/rules-regulations/staff-guidance/corporation-finance-interpretations/non-gaap-financial-measures) . For a dated external research view on efficiency, compute demand and inference pricing, compare [Epoch AI’s compute-demand research view](https://epoch.ai/gradient-updates/algorithmic-progress-likely-spurs-more-spending-on-compute-not-less) and its [inference-price data insight](https://epoch.ai/data-insights/llm-inference-price-trends) with issuer disclosures; they are not settled conclusions.

07 · Several futures

## Use scenarios to find the evidence that matters.

A scenario is a condition to monitor, not a probability or a forecast. It is useful only when it changes the documents, metrics or operating evidence a researcher will collect.

Capacity tight

### Demand races ahead of supply.

Collect delivery evidence, customer concentration and the cost of meeting demand.

Capacity ample

### Infrastructure arrives early.

Collect utilisation, contract quality, replacement economics and financing evidence.

Capability cheaper

### Models become more substitutable.

Collect pricing, workflow outcomes, switching evidence and margin response.

Adoption slower

### Workflow change takes time.

Collect production conversion, renewal, implementation cost and acceptance evidence.

Power constrained

### Delivery depends on energy and grids.

Collect interconnection, power contracts, cooling, site and timing evidence.

Demand broadens

### More sectors reach production.

Collect independent customer evidence rather than assume broad demand from one route.

08 · Research record

## Keep the thesis date-stamped and reversible.

A research record can make uncertainty visible without pretending to resolve it. It should preserve what was known, what was assumed and what would change the view.

### Before a conclusion

- Record the date, primary documents and definitions used.
- Separate facts, management statements, external research and your own assumptions.
- Write the countercase and the evidence that would strengthen it.
- Note material conflicts if they ever exist.

### At the next update

- Compare reported outcomes with the prior claim and countercase.
- Read the cash bridge, customer mix and capital commitments again.
- State which evidence changed and which uncertainty remains.
- Archive corrections rather than silently rewriting the record.

09 · Falsification

## Name what would break the explanation.

A falsifier is not a prediction service. It is a pre-committed test that helps prevent a researcher from moving the goalposts when new evidence arrives.

### Supplier route

Could customer internalisation, substitution, inventory or export exposure change the economics?

### Cloud route

Could capex, depreciation, utilisation or customer concentration outweigh recognised demand?

### Workflow route

Could adoption, implementation burden, error cost or bundling prevent durable paid use?

### Infrastructure route

Could power delivery, financing, contract quality or hardware residual value change the return profile?

The durable rule
Follow evidence, operating constraints and cash bridges —then keep the countercase visible.

This page maps useful public information. It does not identify winners or tell anyone what to do with a security.

- [Check the AI evidence](https://isaiuseful.com/evidence.html.md)

- [Study adoption friction](https://isaiuseful.com/adoption.html.md)

- [Map infrastructure](https://isaiuseful.com/cloud-models.html.md)