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Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE THE UNITED STATES EDITION 2026

the United States’s
transportation and logistics tech industry,
in focus.

The companies, capital and talent shaping transportation and logistics tech in the United States. Find the leaders. Understand the segments. See where the activity is.

Explore in Radar Read the key signals
Snapshot: Funding in USD
Illustrated cover for Transportation and Logistics Tech Industry Landscape of the United States
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Transportation and Logistics Tech illustration
Companies tracked 9,154Transportation and Logistics Tech ecosystem in the United States Disclosed funding $131.47B1,275 companies · all recorded rounds Companies hiring 621With open roles at the snapshot Tracked open roles 1,98427 employers posted in the preceding 30 days
MEET THE COMPANIES

Explore the United States’s transportation and logistics tech leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Explore the full landscape
Transportation and Logistics Tech company highlights in the United States, snapshot 6 August 2026
Company
Waymowaymo.com$27.1B—2,297—
Uberuber.com$18.66B—30,400Financial figure available in RadarView in Radar
Cruisegetcruise.com$7.72B—3,326—
Lyftlyft.com$5.02B—4,419$5.9BFYFY2025 filing
Uber Freightuberfreight.com$2.78B—1,000—
Flexportflexport.com$2.7B—3,511—
Nuronuro.ai$2.33B—1,005—
Gogo$2.28B———
ShipBobshipbob.com—13 roles1,338—
Vontiervontier.com—13 roles8,000Financial figure available in RadarView in Radar
Circle Logisticscirclelogistics.com—12 roles758—
Echo Global Logisticsecho.com—12 roles2,405—
Panasonic Avionicspanasonic.aero—12 roles4,411—
Project44project44.com—12 roles31—
ShipMonkshipmonk.com—12 roles397—
Velocitivelociti.com—11 roles254—
Amazon Logisticsamazonlog.com.br——27,899—
Edelmanedelman.com——296—
GXOgxo.com——22,424—
LAZ Parkinglazparking.com——15,000—
Oracle Supply Chain Management Solutionsoracle.com——164,000—
Pelicargopelicargo.com——5Financial figure available in RadarView in Radar
Public Storagepublicstorage.com——5,900$4.82BFYFY2025 filing
RXOrxo.com——7,462$5.74BFYFY2025 filing
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Transportation and Logistics Tech industry KPIs in the United States

A few useful ratios bring the size of this ecosystem into perspective.

6 August 2026
Hiring participation6.8%

621 of 9,154 tracked companies have open roles.

Funding participation15.9%

1,456 of 9,154 tracked companies have a recorded round.

Top 3 funding share40.7%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$5M

Midpoint of 2,371 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 40.7% of disclosed capital, while 84.1% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the United States transportation and logistics tech has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

the United States transportation and logistics tech
$0$4.71B$9.42B$14.13B$18.84B2016: $7.29B20162017: $5.3B20172018: $13.24B20182019: $11.66B20192020: $12.55B20202021: $16.53B20212022: $11.02B20222023: $4.25B20232024: $9.48B20242025: $5.02B2025
View the numbers
Annual transportation and logistics tech funding and company formation in the United States
YearFunding (USD)FoundedRaising
2016$7.29B559180
2017$5.3B547203
2018$13.24B536226
2019$11.66B551219
2020$12.55B580198
2021$16.53B505243
2022$11.02B323258
2023$4.25B254185
2024$9.48B136157
2025$5.02B28140
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Waymo20.6%
  • Uber14.2%
  • Cruise5.9%
  • Other companies59.3%

Funding by stage

2,861 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel1049 36.7%
Series A–B1001 35.0%
Series C+ / PE347 12.1%
Grants, debt & other464 16.2%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series C05/2026
Saltbox —

Backed by Packard Capital.

Conventional Debt05/2026
Dollaride —

Backed by Chestnutruncapital.

Series F04/2026
Zum $100M

Backed by TPG.

Series C04/2026
Loop $95M

Backed by Valor Equity Partners and Valoratreidesaifund and others.

Series A04/2026
Two Boxes $3.2M

Backed by Assembly Ventures and Peterson Ventures and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series D02/2026
Waymowaymo.com$16B

Backed by Dragoneer Investment Group and DST Global and others.

Series C10/2024
Waymowaymo.com$5.6B

Backed by Andreessen Horowitz and Fidelity Investments and others.

Series E12/2014
Uberuber.com$2.8B

Backed by Fidelity Investments and Wellington and others.

Series C06/2021
Waymowaymo.com$2.5B

Backed by Andreessen Horowitz and AutoNation and others.

Series E05/2015
Uberuber.com$1.69B

Backed by Goldman Sachs Investment Partners.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
USD · millions · consolidated

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 17 reporting entities from 43 eligible matches.

Revenue in covered accounts$29,661.6m

Sum of reporting-entity revenue; not the United States market sales.

Net profit / loss$4,463.4m

Combined result for the same cohort.

Aggregate net margin+15.0%

Combined net income ÷ combined revenue.

Median company revenue$1,164.5m

The middle covered reporting entity.

Profitable entities+35.3%

6 of 17 covered entities.

Top-five concentration+74.0%

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 17 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

17 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
THE UNITED STATES · INDUSTRY COHORTS

How does transportation and logistics tech compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the the United States companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

145 of the 9,154 companies on this page carry a measured traffic record (1.6%); these are the largest of those, by monthly visits. The median among them is 248,269 visits.

CompanyMonthly visitsAuthorityMobile
Uberuber.com101,211,0688782%
Lyftlyft.com19,114,2636794.7%
Enterpriseenterprise.com16,542,6328274.4%
Samsarasamsara.com9,954,4135013.4%
DAT Solutionsdat.com9,810,869475.1%
Pirate Shippirateship.com9,096,3986553.4%
ADS-B Exchangeadsbexchange.com8,876,6365557.2%
ShipStationshipstation.com6,791,5395642.5%
Printifyprintify.com6,010,8026544.8%
Ekart Logisticsekartlogistics.com5,919,0075894%

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

1,582 of these companies (17.3%) publish at least one Android app — 3,310 apps in all, carrying 2.1B installs between them.

AppInstallsRatingStore category
Uber - Request a rideUber1.1B4.7Maps & Navigation
inDrive. Rides with fair faresinDrive360.8M4.8Maps & Navigation
Uber - Driver: Drive & DeliverUber219.2M4.6Business
LyftLyft80.7M4.1Maps & Navigation
Uber LiteUber42.1M4.1Maps & Navigation
Lime - #RideGreenLime32.7M4.9Travel & Local
Bird — Ride ElectricBird14.5M4.8Travel & Local
ParkMobile: Park. Pay. Go.Parkmobile12.7M4.2Auto & Vehicles
Ford™FordPass12.5M4.7Lifestyle
Voice GPS & Driving DirectionsDelta Raza Studio10.4M4.2Maps & Navigation

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech1,7292BUber - Request a ride 1.1B
Logistics Tech1,84086.2MRoute: Package Tracker 5.2M
Electric Vehicles5254MLime - #RideGreen 32.7M
Online Travel5226.2MFlightStats 5.3M
Payments6826MParkMobile: Park. Pay. Go. 12.7M
Aviation It19916.2MPlanes Live - Flight Tracker 8.9M
Smart Public Transport16813.7MTrain Timetable Italy 3.9M
Security & Surveillance Technology22312.2MMotive Driver 2.4M

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 842023Q2: 382023Q22023Q3: 782023Q3: 642023Q32023Q4: 842023Q4: 402023Q42024Q1: 992024Q1: 722024Q12024Q2: 1192024Q2: 762024Q22024Q3: 922024Q3: 1262024Q32024Q4: 682024Q4: 1172024Q42025Q1: 1232025Q1: 1252025Q12025Q2: 1202025Q2: 1312025Q22025Q3: 942025Q3: 3342025Q32025Q4: 972025Q4: 4332025Q42026Q1: 872026Q1: 4552026Q1

Darker bars are new releases, lighter bars apps updated. 3,205 of 3,310 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The the United States transportation and logistics tech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech6,059
Enterprise software3,621
Saas2,862
Consumer digital2,650
Logistics saas2,213
Gig employers1,120
Shared mobility1,116
Marketplaces1,098
Fleet management992
Commerce enablers987
E-commerce logistics926
B2c e-commerce771

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

6059companies
8.0%have hiring activity

482 companies hiring · $90.09B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Subscription5,773
Commission on transaction2,567
Fee-for-service2,165
E-commerce - service1,839
E-commerce - product555
Advertising494
Physical commerce375
Renting / leasing237
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionsnetradyne.com ↗

today announced the acquisition of Moove Connected Mobility

Mergers & acquisitionssymbotic.com ↗

Walmart signed an $11 billion deal with Symbotic in 2022 to retrofit 42 regional distribution centres.

Mergers & acquisitionsworldly.io ↗

Worldly, the leading sustainability and supply chain intelligence platform for the consumer goods industry, has acquired Bendi Software, a UK-based supply chain mapping and supplier risk intelligence company.

Funding roundsneology.net ↗

Neology – which won the Sustainable Cities Challenge organised by the Toyota Mobility Foundation and secured USD 500,000 to develop a hydrogen refuelling solution in Detroit.

Mergers & acquisitionscapacityllc.com ↗

Capacity has acquired DevRefactory, a customer experience software company founded in 2020, in a transaction advised by Tampa-based Hyde Park Capital.

Funding roundsaliciabots.com ↗

Maritime and Port Authority of Singapore (MPA) has awarded close to SGD 3.7 million (USD 2.9 million) in R&D co-funding to six companies, including Alicia Bots, C-Leanship, Neptune Robotics, Oceanis Robotics, RINA, and Seahi Robotics.

Mergers & acquisitionslyft.com ↗

Last year, it bought the European ride-hailing app Freenow for $175 million, its first move outside the US or Canada.

Mergers & acquisitionsdescartes.com ↗

Descartes Systems Group has acquired Idelic, a developer of fleet safety management software, for $28 million.

Mergers & acquisitionscomplog.com ↗

DQS Solutions & Staffing announced it has further expanded its transportation and logistics platform with the acquisition of contract logistics provider Comprehensive Logistics, Inc.

Funding roundsridezum.com ↗

Since its 2015 founding, student logistics platform Zum has now raised about $500 million, including a fresh $100 million led by TPG to optimize K-12 transportation efficiency.

Full recorded event mix

Top 10 categories among 5,039 recorded events in the 24-month window.

Leadership moves
1,038
Earnings
832
New products
719
Company announcements
591
Mergers & acquisitions
521
Contracts
361
Funding rounds
356
Lawsuit
147
Layoffs
116
Asset acquisitions
112
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

172 tracked people moves

Lauren Taylor Wolfe

Appointment Board Member

Ellen Alemany

Appointment Board Member

Kurt Adams

Appointment Board Member

Vinod Kannan

Appointment Chief Commercial Officer

Hilary Maxson

Appointment Chief Financial Officer

Sean Flynn

Appointment Chief Revenue Officer

Vontier ↗
Katie Rowen

Appointment Chief Transformation and Operations Officer

Routeware ↗
Kristy McKnight

Appointment Chief Product Officer

Product launches

Products, platforms and features in the recorded window

FourKites ↗
Booking Connect for Ocean

Ocean freight booking platform

SlipLift platform

Autonomous trailer loading/unloading platform

Bluff Core Model Portable Yard Ramp

Portable yard ramp

Oracle Cloud Reconciliation Solutions

Account Reconciliation Software

FarEye ↗
PILOT

AI dispatcher

AI Agents and enhanced AI tools

AI tools

FarEye ↗
PILOT

AI dispatcher

Fr8Tech AI Transformation Framework (FATF)

Methodology

Contract wins

233 recorded customer wins

Customer: United States Defense DepartmentDefense

Customer: Gateway FleetsElectric Vehicles

Uber ↗

Customer: Ras Al Khaimah Transport Authority (RAKTA)Transportation

Customer: Toyota Motor Manufacturing CanadaAutomotive manufacturing

Customer: Federal GovernmentIT framework

GTT ↗

Customer: Samsung Heavy Industries shipyard

Regulatory events

60 recorded events

Windrose ↗

regulatory approval received

Uber ↗

Pending regulatory approval

Waymo ↗

probe openedNational Highway Traffic Safety Administration (NHTSA)

Chariot ↗

approved for transferNigerian government

Litigation

36 tracked suits

Company
stopclub v uber

abuse of dominant position investigation in transport marketRegulatory · Filed

Company
US Federal Trade Commission (FTC) v uber

deceptive subscription practicesRegulatory · Ongoing

Earnings pulse

Reported company results in the recorded window.

70companies
976period observations
14.0%median reported growth

Median across 688 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
Descartes→XPS TechnologiesAnnounced2026-06-28$65.0M
amazon→Kiva Systems ↗Completed2026-05-05$775.0M
Netradyne→moove connected mobilityAnnounced2026-05-05Not stated in snapshot
walmart→Symbotic ↗Completed2026-05-05$11.0B
Worldly→Bendi SoftwareAnnounced2026-05-04Not stated in snapshot
ifs→empowerMX ↗Announced2026-05-01Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

20,829 postings in the preceding 12 months. The full 31,033-posting snapshot covers 921 employers.

Expand panel +

Most advertised job titles

Customer Service Self Storage Manager715
Driver372
Drive With Uber For Weekend Cash218
Financial Consultant191
Valet Attendant187
Account Executive184
3 internship postings

387 tracked postings mention remote work.

The seniority mix

9,823 postings specify a level.

unspecified
21,210
manager
5,658
senior
2,363
lead
834
entry
602
intern
366

Skills employers mention

Top skills across 31,033 tracked postings in the available jobs snapshot.

Excel
446
Python
335
Sql
285
Ai
206
Word
179
Maintenance
169
Cleaning
169
Sweeping
169
Mopping
168
Salesforce
157
ADVERTISED PAY$65.0K/ year

Median across 2,800 postings with pay data, expressed in USD.

Salary by seniority

manager$100.0K/ year617 postings
senior$141.4K/ year249 postings
lead$135.7K/ year94 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

3,440 founders and chief executives across 2,761 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

462 profiles with education records.

Stanford University
70
Massachusetts Institute of Technology
68
Harvard University
42
University of California (Berkeley)
39
Cornell University
34
Harvard Business School
33
University of Pennsylvania
25
Carnegie Mellon University
22

Prior employers

143 profiles with prior-work records.

Microsoft
28
Google
26
Amazon
20
McKinsey
17
Uber
13
Intel
9
Cisco
8
Morgan Stanley
6

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

400,109 articles in the measured 12-month window.

Expand panel +
400,109articles in the measured year
102,304articles in 2026Q1
55.7%positive tone in the latest complete year

News volume trends

Transportation and Logistics Tech coverage across United States · articles per complete quarter

038,64077,279115,919154,5592021Q2: 68,5872021Q22021Q3: 71,4222021Q4: 64,5962022Q1: 72,1792022Q2: 71,6922022Q22022Q3: 70,1752022Q4: 73,7342023Q1: 76,4452023Q2: 79,8462023Q22023Q3: 79,2012023Q4: 78,0622024Q1: 92,5952024Q2: 86,9762024Q22024Q3: 84,5782024Q4: 90,6202025Q1: 134,3992025Q2: 106,6322025Q22025Q3: 115,3542025Q4: 79,9402026Q1: 102,3042026Q1
View quarterly article counts
QuarterArticles
2021Q268,587
2021Q371,422
2021Q464,596
2022Q172,179
2022Q271,692
2022Q370,175
2022Q473,734
2023Q176,445
2023Q279,846
2023Q379,201
2023Q478,062
2024Q192,595
2024Q286,976
2024Q384,578
2024Q490,620
2025Q1134,399
2025Q2106,632
2025Q3115,354
2025Q479,940
2026Q1102,304

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
151,027 positive · 3,524 neutral · 82,078 negative
2022
180,119 positive · 4,432 neutral · 102,730 negative
2023
199,572 positive · 4,456 neutral · 109,000 negative
2024
226,185 positive · 5,078 neutral · 122,964 negative
2025
242,803 positive · 6,256 neutral · 186,587 negative

Leading coverage topics

Transportation and Logistics Tech coverage across United States · ranked by full-period article count.

Trade Policies And Agreements44,129 articles in the full recorded period
18,695 recent · 17,572 prior
Lunar And Martian Exploration Missions18,791 articles in the full recorded period
4,937 recent · 2,683 prior
New Product Launches And Innovations17,552 articles in the full recorded period
4,364 recent · 3,278 prior
International Political Relations17,048 articles in the full recorded period
5,160 recent · 3,081 prior
Economic Policy And Financial Regulation14,553 articles in the full recorded period
6,348 recent · 6,599 prior
Space Launch Infrastructure Development13,975 articles in the full recorded period
3,382 recent · 3,011 prior
Space Station Infrastructure13,946 articles in the full recorded period
3,240 recent · 4,370 prior
Strategic Partnerships And Collaborations13,849 articles in the full recorded period
3,458 recent · 2,644 prior
Company Expansions And New Market Entries12,687 articles in the full recorded period
3,717 recent · 2,143 prior
International Relations And Diplomacy12,644 articles in the full recorded period
4,210 recent · 2,237 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Transportation and Logistics Tech coverage across United States

KeywordRecentPriorChange
trade facilitation commitments3,8702,63647%
bilateral trade terms2,5591,60360%
artemis program2,3311901127%
customs union deal1,72588695%
flight disruption payments1,615807100%
free trade pact1,38384065%
tanker routing1,363223511%
trade bloc compliance1,31090046%
aframax tankers1,292264389%
preferential trade deal1,275571123%
nautical disaster6411,069-40%
severe weather warning5391,034-48%
vessel accident446861-48%
extreme weather advisory415803-48%
life-threatening weather368772-52%

Event and signal lenses

Transportation and Logistics Tech coverage across United States

All complete annual cohorts shown
Rising

Regulatory Risk

407,428 classified articles

tariff negotiations, free trade deals, preferential tariff

47.6% critical · 32.5% positive
Rising

Funding Momentum

103,178 classified articles

satellite telecommunication, satellite ground stations, satellite telemetry

40.7% critical · 45.2% positive
Rising

Growth

138,778 classified articles

logistics update, logistics bottleneck, tariff negotiations

35.9% critical · 46.8% positive

Transportation and Logistics Tech coverage across United States. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Transportation and Logistics Tech research is working on

637 papers in the recorded india scope.

Expand panel +
637papers
6,419worldwide comparison pool
637India-affiliated papers

Research orientation

Promising
334
Breakthrough
113
Problem-identifying
73
Descriptive
63
Cautionary
26
Comparative
26
Critical
2

Contribution mix

Methods-led
420
Empirical
156
Reviews
36
Position pieces
22
Theoretical
3

Tone counts: 573 positive · 31 neutral · 33 negative.

Common problems researchers identify
75 papers · 11.8% of this field
  • Fleet management33 papers
  • Supply chain16 papers
  • Transport engineering11 papers
  • Electrification9 papers
  • Supply chain optimization8 papers
  • Service8 papers
  • Supply chain management6 papers
  • Automotive engineering6 papers

Landmark: Challenges in Scaling Up Biofuels Infrastructure

Cautions
26 papers · 4.1% of this field
  • Fleet management11 papers
  • Supply chain7 papers
  • Revenue3 papers
  • Electrification3 papers
  • Biofuel3 papers
  • Supply chain optimization3 papers
  • Capital cost2 papers
  • Greenhouse gas2 papers

Landmark: Management of a Shared Autonomous Electric Vehicle Fleet: Implications of Pricing Schemes

Opportunities
447 papers · 70.2% of this field
  • Fleet management145 papers
  • Supply chain143 papers
  • Operations research54 papers
  • Supply chain optimization54 papers
  • Truck39 papers
  • Scheduling38 papers
  • Transport engineering36 papers
  • Service29 papers

Landmark: Life Cycle Optimization of Biomass-to-Liquid Supply Chains with Distributed–Centralized Processing Networks

Leading institutions

Northwestern University
872
University of California, Berkeley
691
The University of Texas at Austin
587
Princeton University
436
University of Virginia
382
Massachusetts Institute of Technology
369

Leading researchers

Fengqi You
793
Kara M. Kockelman
550
T. Donna Chen
361
Belinda Wang
343
Dajun Yue
339
Tom L. Richard
312
Zuo‐Jun Max Shen
263
Long He
248

Highly cited breakthrough-labelled papers

  • DeepPool: Distributed Model-Free Algorithm for Ride-Sharing Using Deep Reinforcement Learning167 citations
  • Next-Generation Automated Vehicle Location Systems: Positioning at the Lane Level135 citations
  • Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization129 citations
  • MOVI: A Model-Free Approach to Dynamic Fleet Management102 citations
  • Vehicle Rebalancing for Mobility-on-Demand Systems with Ride-Sharing73 citations

Common problems researchers identify

69 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Electrified Fleet Planning ChallengesCommon problems researchers identify · 01

Electrified Fleet Planning Challenges

26 papers

37.7% of this theme group

Researchers highlight difficulties in integrating electric vehicles and autonomous technologies into fleet operations and demand-responsive services.

Electrification (7) · Automotive engineering (6) · Transport engineering (8) · Fleet management (14)

Joint Optimization Scheme for the Planning and Operations of Shared Autonomous Electric Vehicle Fleets Serving Mobility on Demand

A Model to Estimate Passenger Vehicle Fleet Composition, Vehicle Miles Traveled, and Fuel Consumption

View research history
YearShare index
2022973.0
2023979.6
2024795.0
2025355.7
Standardization Gaps in Fleet ManagementCommon problems researchers identify · 02

Standardization Gaps in Fleet Management

25 papers

36.2% of this theme group

Studies point to inconsistent standards and service models hindering efficient management of diverse vehicle fleets.

Fleet management (19) · Standardization (3) · Service (5) · Aeronautics (3)

Construction Equipment Fleet Management Using Telematics Technology: Research And Resultant Educational Perspectives

Simulation studies of fleet vehicle selection in terms of pollutant emissions

View research history
YearShare index
202258.4
202359.8
202462.4
202551.0
Supply Chain Modeling ComplexitiesCommon problems researchers identify · 03

Supply Chain Modeling Complexities

10 papers

14.5% of this theme group

Papers discuss obstacles in optimizing supply chain structures and the integration of emerging tracking technologies.

Supply chain optimization (8) · Supply chain (9) · Chain (3) · Supply chain management (4)

Review on modeling and optimization problems about RFID technology and applications

Using Particle Swarm Optimization with a policy optimization approach to stabilize the supply chain

View research history
YearShare index
2022470.1
2023499.4
2024611.7
2025579.8
Scaling Biofuel Supply ChainsCommon problems researchers identify · 04

Scaling Biofuel Supply Chains

8 papers

11.6% of this theme group

Research identifies logistical and raw‑material constraints that limit large‑scale biofuel production and distribution.

Biofuel (4) · Supply chain (6) · Raw material (3) · Biomass (3)

Challenges in Scaling Up Biofuels Infrastructure

Advanced Regional Biomass Processing Depots: a key to the logistical challenges of the cellulosic biofuel industry

View research history
YearShare index
2022777.4
2023773.7
2024707.9
2025666.8

Cautions

24 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Operational Risks in Fleet SchedulingCautions · 01

Operational Risks in Fleet Scheduling

12 papers

50.0% of this theme group

Authors caution that current scheduling approaches may strain infrastructure and reduce reliability of on‑demand services.

Fleet management (9) · Service (2) · Scheduling (2) · Operations research (2)

Fleet Standardisation and Airline Performance

Analysis of Fleet Management and Infrastructure Constraints in On-Demand Urban Air Mobility Operations

View research history
YearShare index
2022358.9
2023325.3
2024192.8
202569.3
Environmental Impacts of Biofuel LogisticsCautions · 02

Environmental Impacts of Biofuel Logistics

5 papers

20.8% of this theme group

Works warn that biofuel supply chains can generate significant emissions without careful location and process planning.

Biofuel (3) · Supply chain (4) · Greenhouse gas (2)

Location Allocation of Biorefineries for a Switchgrass-Based Bioethanol Supply Chain Using Energy Consumption and Emissions

Multistage Optimization of Sustainable Supply Chain of Biofuels

View research history
YearShare index
2022660.6
2023679.2
2024569.4
2025506.2
Revenue Uncertainty in ElectrificationCautions · 03

Revenue Uncertainty in Electrification

4 papers

16.7% of this theme group

Studies highlight financial risks associated with pricing strategies and charging infrastructure for electric vehicle fleets.

Electrification (3) · Revenue (2)

Management of a Shared Autonomous Electric Vehicle Fleet: Implications of Pricing Schemes

Leveraging Big Data and Coordinated Charging for Effective Taxi Fleet Electrification: The 100% EV Conversion of Shenzhen, China

View research history
YearShare index
2022129.8
2023126.8
202483.7
2025101.0
Machine‑Learning Limits in Supply OptimizationCautions · 04

Machine‑Learning Limits in Supply Optimization

3 papers

12.5% of this theme group

Researchers note that data‑driven methods may struggle with transparency and robustness in complex supply networks.

Supply chain optimization (3) · Supply chain (3)

Supply Chain Optimization: Machine Learning Applications in Inventory Management for E-Commerce

Machine learning applications in biomass supply chain management and optimization

View research history
YearShare index
202214.0
202315.2
202423.1
202534.9

Opportunities

411 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Advanced Supply‑Chain OptimizationOpportunities · 01

Advanced Supply‑Chain Optimization

93 papers

22.6% of this theme group

Opportunities focus on integrating simulation and optimization to enhance resilience and efficiency across logistics networks.

Supply chain (88) · Supply chain management (18) · Supply chain optimization (33) · Supply chain risk management (9)

Supply chain management using an optimization driven simulation approach

Supply chain analysis methodology – Leveraging optimization and simulation software

View research history
YearShare index
2022474.8
2023505.1
2024619.2
2025599.2
Integrated Airline Fleet and Routing SolutionsOpportunities · 02

Integrated Airline Fleet and Routing Solutions

70 papers

17.0% of this theme group

Papers propose unified models that combine flight selection, fleet assignment, and crew scheduling for aviation operations.

Fleet management (50) · Operations research (24) · Scheduling (11) · Aviation (6)

An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing

A Novel Model and Decomposition Approach for the Integrated Airline Fleet Assignment, Aircraft Routing, and Crew Pairing Problem

View research history
YearShare index
2022394.5
2023360.1
2024222.8
2025112.1
Data‑Driven Fleet EfficiencyOpportunities · 03

Data‑Driven Fleet Efficiency

63 papers

15.3% of this theme group

Research explores analytics and simulation to improve fuel use, reliability, and overall performance of vehicle fleets.

Fleet management (50) · Fuel efficiency (10) · Automotive engineering (12) · Analytics (6)

Safe and Sustainable Fleet Management with Data Analytics and Training

A Simulation and Optimization Methodology for Reliability of Vehicle Fleets

View research history
YearShare index
2022706.3
2023727.4
2024642.9
2025429.5
Electric Fleet Charging StrategiesOpportunities · 04

Electric Fleet Charging Strategies

52 papers

12.7% of this theme group

Studies develop policies and algorithms for managing charging infrastructure and operations of electric vehicle fleets.

Electric vehicle (15) · Electrification (10) · Battery (10) · Fleet management (30)

Operations of a Shared, Autonomous Electric Vehicle Fleet: Implications of Vehicle & Charging Infrastructure Decisions

Electric vehicle fleet charging management: An approximate dynamic programming policy

View research history
YearShare index
2022453.5
2023508.5
2024490.7
2025462.5
Biofuel Supply‑Chain DesignOpportunities · 05

Biofuel Supply‑Chain Design

51 papers

12.4% of this theme group

Works present stochastic and GIS‑based models to optimize biomass sourcing, processing, and distribution for renewable fuels.

Biofuel (20) · Biomass (19) · Supply chain (43) · Cellulosic ethanol (10)

<scp>GIS</scp>‐enabled biomass‐ethanol supply chain optimization: model development and Miscanthus application

A two-stage stochastic programming model for biofuel supply chain network design with biomass quality implications

View research history
YearShare index
2022583.5
2023576.0
2024547.5
2025472.3
Optimized Vehicle Routing and ServicesOpportunities · 06

Optimized Vehicle Routing and Services

43 papers

10.5% of this theme group

Research advances routing algorithms and rebalancing techniques to support shared mobility and on‑demand transport.

Operations research (19) · Service (11) · Vehicle routing problem (9) · Fleet management (18)

Carsharing

Vehicle Rebalancing for Mobility-on-Demand Systems with Ride-Sharing

View research history
YearShare index
2022409.5
2023372.3
2024246.3
2025146.5
Telematics for Truck PerformanceOpportunities · 07

Telematics for Truck Performance

39 papers

9.5% of this theme group

Papers leverage GPS and sensor data to develop tools for monitoring and improving commercial truck operations.

Global Positioning System (13) · Truck (14) · Transport engineering (13) · Telematics (7)

Processing Commercial Global Positioning System Data to Develop a Web-Based Truck Performance Measures Program

Driving Performances Assessment Based on Speed Variation Using Dedicated Route Truck GPS Data

View research history
YearShare index
20221339.8
20231299.1
20241059.8
2025956.9

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising52.4%37.5%
Breakthrough17.7%26.2%
Problem-identifying11.5%9.5%
Descriptive9.9%17.5%
Cautionary4.1%4.5%
Comparative4.1%3.9%
Critical0.3%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Hardware, e-waste & supply chainIBM Blends Heuristics and Optimization to Plan Its Semiconductor Supply Chain30.51%0 (0.0%)0.11%
Carbon & emissions of computeUsing Artificial Intelligence to Reduce Carbon Emissions from the Saudi Commercial Fleet10.17%0 (0.0%)0.02%
Privacy & surveillancePrivacy-preserving MaaS fleet management10.17%0 (0.0%)0.12%
Energy & datacenter footprint00.0%0 (%)0.0%
Water use00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.02%
Safety & misuse00.0%0 (%)0.0%
Bias & fairness00.0%0 (%)0.04%
Concentration of compute power00.0%0 (%)0.07%

Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — the United States

Compare demand signals in the United States’s newsflow with the transportation and logistics tech categories mapped to each signal.

Expand panel +
HOW TO READ THE GAP

Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.

The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.

COMPARISON PERIOD2025-07-01 to 2026-07-01Against 2024-07-01 to 2025-07-01Explore the signals ↓

The opportunity, in one view

Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.

Swipe horizontally to compare all columns →

7 the United States demand signals compared with mapped transportation and logistics tech supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Layoffs & income shocks ↗Spending Pressure100.025.0+75.0+57.7%
Congestion & traffic friction ↗Access Friction41.70.0+41.7+2.5%
Airports & air links ↗Connectivity Build-Out25.050.0-25.0+23.9%
Industrial parks & warehousing ↗Investment Build-Out50.087.5-37.5+28.1%
Highways & expressways ↗Connectivity Build-Out41.787.5-45.8+23.5%
EV adoption & charging ↗Adoption Shift41.7—No matching category—+16.9%
Rail & metro connectivity ↗Connectivity Build-Out50.0—No matching category—+36.8%

Showing all 7 signals. Select a family for its history and mapped categories.

Where the signals are loudest

All 12 city readings for these demand families in the comparison geography. the United States is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage.

Maryland160.7

Congestion & traffic friction · Layoffs & income shocks · Highways & expressways

Connecticut109.8

Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging

Nebraska99.1

Congestion & traffic friction · Highways & expressways · Layoffs & income shocks

Colorado98.7

Congestion & traffic friction · Highways & expressways · Layoffs & income shocks

Delaware95.3

Congestion & traffic friction · EV adoption & charging · Highways & expressways

Kentucky86.3

Layoffs & income shocks · EV adoption & charging · Congestion & traffic friction

Indiana83.1

Congestion & traffic friction · Layoffs & income shocks · Highways & expressways

Tennessee80.7

Layoffs & income shocks · Congestion & traffic friction · EV adoption & charging

Arkansas78.1

Layoffs & income shocks · Congestion & traffic friction · EV adoption & charging

North Carolina77.1

Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging

Wisconsin74.9

Congestion & traffic friction · Highways & expressways · Layoffs & income shocks

South Carolina73.4

Congestion & traffic friction · Layoffs & income shocks · Highways & expressways

Inside the leading signals

Open any signal for its quarterly history
SPENDING PRESSURELayoffs & income shocks+75.0percentile-point gap
THE OPERATING HYPOTHESIS

Layoff cycles can pull discretionary spend back toward value offerings.

24.69mentions per 10,000 articles+57.7%share change vs prior year

Mapped transportation and logistics tech categories

  • Gig Employers1,120
  • Shared Mobility1,116

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

091827362024Q3: 152024Q32024Q4: 142024Q42025Q1: 132025Q12025Q2: 192025Q22025Q3: 242025Q32025Q4: 312025Q42026Q1: 192026Q12026Q2: 242026Q2
View quarterly signal counts
Layoffs & income shocks in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3269215.79
2024Q4265714.98
2025Q1345713.81
2025Q2305519.17
2025Q3668724.54
2025Q4376131.16
2026Q1284319.69
2026Q2188524.49

Where this signal concentrates in the comparison geography

Tennessee44.9 / 10,000
Arkansas41.1 / 10,000
Iowa26.8 / 10,000
ACCESS FRICTIONCongestion & traffic friction+41.7percentile-point gap
THE OPERATING HYPOTHESIS

Congestion friction can push footfall toward nearby formats and toward delivery.

17.49mentions per 10,000 articles+2.5%share change vs prior year

Mapped transportation and logistics tech categories

  • Shared Mobility1,116

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

071320262024Q3: 162024Q32024Q4: 202024Q42025Q1: 142025Q12025Q2: 182025Q22025Q3: 172025Q32025Q4: 202025Q42026Q1: 122026Q12026Q2: 222026Q2
View quarterly signal counts
Congestion & traffic friction in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3279016.37
2024Q4369720.85
2025Q1356214.23
2025Q2288118.08
2025Q3470517.27
2025Q4243320.16
2026Q1186012.88
2026Q2175122.75

Where this signal concentrates in the comparison geography

Maryland117.7 / 10,000
Connecticut59.8 / 10,000
Colorado53.2 / 10,000
CONNECTIVITY BUILD-OUTAirports & air links-25.0percentile-point gap
THE OPERATING HYPOTHESIS

If new terminals and routes pull business and tourist inflow, demand tends to follow the passenger.

0.86mentions per 10,000 articles+23.9%share change vs prior year

Mapped transportation and logistics tech categories

  • Logistics Saas2,213
  • E-Commerce Logistics926

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

001112024Q3: 02024Q32024Q4: 02024Q42025Q1: 02025Q12025Q2: 12025Q22025Q3: 02025Q32025Q4: 12025Q42026Q1: 02026Q12026Q2: 02026Q2
View quarterly signal counts
Airports & air links in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q31060.62
2024Q41090.61
2025Q11500.6
2025Q21621.02
2025Q32020.74
2025Q41321.09
2026Q11220.85
2026Q2740.96

Where this signal concentrates in the comparison geography

North Carolina1.5 / 10,000
INVESTMENT BUILD-OUTIndustrial parks & warehousing-37.5percentile-point gap
THE OPERATING HYPOTHESIS

Parks and warehousing can add the jobs and fulfilment capacity that reach depends on.

2.18mentions per 10,000 articles+28.1%share change vs prior year

Mapped transportation and logistics tech categories

  • Logistics Saas2,213
  • Fleet Management992
  • E-Commerce Logistics926

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

012332024Q3: 12024Q32024Q4: 12024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 22025Q42026Q1: 22026Q12026Q2: 22026Q2
View quarterly signal counts
Industrial parks & warehousing in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q32911.71
2024Q42911.64
2025Q14301.72
2025Q22781.74
2025Q34571.68
2025Q42942.44
2026Q14242.94
2026Q21662.16

Where this signal concentrates in the comparison geography

Arizona5.2 / 10,000
Indiana4.5 / 10,000
South Carolina3.8 / 10,000
CONNECTIVITY BUILD-OUTHighways & expressways-45.8percentile-point gap
THE OPERATING HYPOTHESIS

Corridor build-out can collapse travel time, widening every catchment.

6.8mentions per 10,000 articles+23.5%share change vs prior year

Mapped transportation and logistics tech categories

  • Logistics Saas2,213
  • Fleet Management992
  • E-Commerce Logistics926

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

024792024Q3: 62024Q32024Q4: 62024Q42025Q1: 42025Q12025Q2: 52025Q22025Q3: 72025Q32025Q4: 52025Q42026Q1: 62026Q12026Q2: 72026Q2
View quarterly signal counts
Highways & expressways in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q310876.38
2024Q410716.04
2025Q110904.36
2025Q29235.79
2025Q319857.28
2025Q46315.23
2026Q19656.68
2026Q25977.76

Where this signal concentrates in the comparison geography

Nebraska31.2 / 10,000
Delaware16.1 / 10,000
Colorado15.9 / 10,000
ADOPTION SHIFTEV adoption & charging—supply not mapped
THE OPERATING HYPOTHESIS

The EV shift can pull charging, battery and service demand through every fleet.

10.81mentions per 10,000 articles+16.9%share change vs prior year

Mapped transportation and logistics tech categories

This signal has no matching category in the page’s transportation and logistics tech market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

04813172024Q3: 102024Q32024Q4: 92024Q42025Q1: 72025Q12025Q2: 102025Q22025Q3: 82025Q32025Q4: 142025Q42026Q1: 102026Q12026Q2: 122026Q2
View quarterly signal counts
EV adoption & charging in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3179110.51
2024Q416629.37
2025Q119047.61
2025Q2164510.32
2025Q323248.53
2025Q4178214.76
2026Q1158210.96
2026Q295512.41

Where this signal concentrates in the comparison geography

Kentucky21.6 / 10,000
Delaware20.4 / 10,000
Iowa16.0 / 10,000
CONNECTIVITY BUILD-OUTRail & metro connectivity—supply not mapped
THE OPERATING HYPOTHESIS

Where rail and metro build out, station-area demand can follow the footfall.

1.63mentions per 10,000 articles+36.8%share change vs prior year

Mapped transportation and logistics tech categories

This signal has no matching category in the page’s transportation and logistics tech market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

011222024Q3: 12024Q32024Q4: 12024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 12025Q42026Q1: 12026Q12026Q2: 12026Q2
View quarterly signal counts
Rail & metro connectivity in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q32211.3
2024Q41851.04
2025Q12791.11
2025Q22181.37
2025Q34911.8
2025Q41831.52
2026Q12021.4
2026Q21261.64

Where this signal concentrates in the comparison geography

Arizona3.6 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

the United States transportation and logistics tech coverage

Expand panel +
RESEARCH CONTEXT · 2017

Disruptive Transportation: The Adoption, Utilization, and Impacts of Ride-Hailing in the United States

eScholarship (California Digital Library)

563 citations in the snapshot

RESEARCH CONTEXT · 2020

Transportation Barriers to Health Care in the United States: Findings From the National Health Interview Survey, 1997–2017

American Journal of Public Health

424 citations in the snapshot

RESEARCH CONTEXT · 2017

Changes in Transportation-Related Air Pollution Exposures by Race-Ethnicity and Socioeconomic Status: Outdoor Nitrogen Dioxide in the United States in 2000 and 2010

Environmental Health Perspectives

203 citations in the snapshot

RESEARCH CONTEXT · 2018

Predictive modeling of battery degradation and greenhouse gas emissions from U.S. state-level electric vehicle operation

Nature Communications

177 citations in the snapshot

What is growing in this coverage

the United States coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
hybrid power split devices6722275.3%
drive cycle efficiency5020208.1%
commercial ev platforms4220158.8%
automotive middleware4322140.9%
local energy markets6536122.5%
embedded vehicle software443174.9%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Transportation and Logistics Tech in the United States: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

KEEP EXPLORING

Put the United States in context

All landscapes ↗

Company ecosystem snapshot: 6 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon