Industry landscapes
Industry report

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
fleet and freight tech industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Fleet and Freight Tech Industry Landscape of the United States
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Fleet and Freight Tech illustration
MEET THE COMPANIES

Explore the United States’s fleet and freight tech leaders

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

Expand panel +
Fleet and Freight Tech company highlights in the United States, snapshot 30 August 2026
Company
Uber Freightuberfreight.com$2.78B1,000
Flexportflexport.com$2.7B3,511
Nuronuro.ai$2.33B1,005
Convoyconvoy.com$1.08B909
Wright Expresswexinc.com$1.05B6,100$1.85BFYFY2025 filing
Stack AVstackav.com$1B
Samsarasamsara.com$915M2,266$1.25BFYFY2025 filing
GoMotivegomotive.com$717.3M4,300
ShipBobshipbob.com13 roles1,338
Vontiervontier.com13 roles8,000Financial figure available in RadarView in Radar
Echo Global Logisticsecho.com12 roles2,405
ShipMonkshipmonk.com12 roles397
Agility Roboticsagilityrobotics.com11 roles163
Public Storagepublicstorage.com11 roles5,900$4.82BFYFY2025 filing
Serve Roboticsserverobotics.com11 roles80
Velocitivelociti.com11 roles254
CalAmpcalamp.com644$294.95MFYFY2023 filing
EasyPosteasypost.com178
Edelmanedelman.com296
FourKitesfourkites.com24
Freightosfreightos.com350
GigaCloud Technologygigacloudtech.com1,362$1.29BFYFY2025 filing
Omnitracsomnitracs.com999
Saiasaia.com10,600$3.23BFYFY2025 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
THE KEY SIGNALS

Fleet and Freight Tech industry KPIs in the United States

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

30 August 2026
Hiring participation7.5%

212 of 2,831 tracked companies have open roles.

Funding participation18.9%

536 of 2,831 tracked companies have a recorded round.

Top 3 funding share23.5%

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

Median disclosed round$5.3M

Midpoint of 971 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 23.5% of disclosed capital, while 81.1% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the United States fleet and freight 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 fleet and freight tech
$0$2.14B$4.28B$6.42B$8.56B2016: $713.65M20162017: $1.44B20172018: $1.98B20182019: $4.37B20192020: $4.36B20202021: $7.51B20212022: $4.41B20222023: $2.16B20232024: $1.34B20242025: $2.16B2025
View the numbers
Annual fleet and freight tech funding and company formation in the United States
YearFunding (USD)FoundedRaising
2016$713.65M20865
2017$1.44B18282
2018$1.98B19994
2019$4.37B17888
2020$4.36B22179
2021$7.51B167119
2022$4.41B108118
2023$2.16B7474
2024$1.34B5867
2025$2.16B853
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Uber Freight8.4%
  • Flexport8.1%
  • Nuro7.0%
  • Other companies76.5%

Funding by stage

1,151 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel416 36.1%
Series A–B446 38.7%
Series C+ / PE145 12.6%
Grants, debt & other144 12.5%

Recent recorded rounds

Latest recorded rounds · USD
7 rounds

Swipe or scroll horizontally to browse.

Series C05/2026
Saltbox

Backed by Packard Capital.

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.

Series A03/2026
Enigma $7M

Backed by Cybernetix Ventures and Valia and others.

Series A02/2026
MightyFly $10M

Backed by Draper and At One Ventures and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series D11/2021
Nuronuro.ai$600M

Backed by Tiger Global Management and Baillie Gifford and others.

Series C11/2020
Nuronuro.ai$500M

Backed by T. Rowe Price and Fidelity Investments and others.

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.

FY2022 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 10 reporting entities from 21 eligible matches.

Revenue in covered accounts$9,477.0m

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

Net profit / loss$4,658.8m

Combined result for the same cohort.

Aggregate net margin+49.2%

Combined net income ÷ combined revenue.

Median company revenue$173.3m

The middle covered reporting entity.

Profitable entities+40.0%

4 of 10 covered entities.

Top-five concentration+96.7%

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

FY2022 · 10 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.

10 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 fleet and freight 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

45 of the 2,831 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 308,819 visits.

CompanyMonthly visitsAuthorityMobile
Samsarasamsara.com9,954,4135013.4%
DAT Solutionsdat.com9,810,869475.1%
Pirate Shippirateship.com9,096,3986553.4%
ShipStationshipstation.com6,791,5395642.5%
Printifyprintify.com6,010,8026544.8%
Printfulprintful.com3,947,5916539%
Roadieroadie.com2,180,6274989.1%
EasyPosteasypost.com1,730,1674757.2%
ShipBobshipbob.com1,323,8414964%
Penske Truck Rentalpensketruckrental.com1,261,6425376.3%

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

Most-installed apps

520 of these companies (18.4%) publish at least one Android app — 1,210 apps in all, carrying 64.4M installs between them.

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
Logistics Tech1,19763.5MRoute: Package Tracker 5.2M
Connected Vehicles16812.3MMotive Driver 2.4M
E-Commerce Enablers4512.1MBILT: 3D Instructions 3.5M
Security & Surveillance Technology19411.3MHere Comes the Bus 1.4M
Road Transport Tech41510.7MLocoNav GPS & Fleet Management 2M
Brands Tech116.6MPrintify 1.1M
B2B E-Commerce75.7MPrintful 913.7K
Iot Applications474.3MSamsara Driver 1.3M

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: 312023Q2: 112023Q22023Q3: 232023Q3: 202023Q32023Q4: 262023Q4: 92023Q42024Q1: 512024Q1: 332024Q12024Q2: 662024Q2: 322024Q22024Q3: 162024Q3: 282024Q32024Q4: 262024Q4: 422024Q42025Q1: 702025Q1: 272025Q12025Q2: 452025Q2: 452025Q22025Q3: 362025Q3: 1082025Q32025Q4: 432025Q4: 1972025Q42026Q1: 452026Q1: 1742026Q1

Darker bars are new releases, lighter bars apps updated. 1,172 of 1,210 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 fleet and freight 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 tech2,507
Enterprise software1,381
Saas1,114
Logistics saas1,097
Commerce enablers943
Consumer digital633
Gig employers425
Marketplaces404
Internet of vehicles328
Predictive maintenance for automotive234
E-commerce saas185
Retail saas184

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

2507companies
7.9%have hiring activity

197 companies hiring · $32.88B disclosed funding

Explore in Radar

How companies make money

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

Subscription1,888
E-commerce - service701
Commission on transaction657
Fee-for-service635
E-commerce - product204
Physical commerce112
Advertising90
Licensing18
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 & 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.

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.

Mergers & acquisitionsidelic.com ↗

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

Funding roundsdeliverr.com ↗

Deliverr founder Harish Abbott raised an $85 million Series A round late last year to help automate work done by freight shippers and carriers.

Funding roundsagilityrobotics.com ↗

Companies such as Figure AI, a humanoid robotics startup, and Agility Robotics have raised as much as $1 billion and $641 million, respectively.

Funding roundstwoboxes.com ↗

Two Boxes Scores $3.2M Financing Round Back to Home DENVER, CO, Two Boxes, an AI-powered returns processing technology platform, has announced the closing of a $3.2 million fundraise.

Mergers & acquisitionstruckstop.com ↗

Truckstop.com, announced Tuesday that it has acquired Wize Load, a provider of heavy haul rate intelligence tools.

Mergers & acquisitionsrouteware.com ↗

Routeware has announced the acquisition of PermiServ as part of its strategy to expand its presence in the United Kingdom.

Mergers & acquisitionsecho.com ↗

Steve Brown, a 15-year veteran of One Stop, will become a regional vice president with Echo, leading all operations of the newly acquired entity.

Full recorded event mix

Top 10 categories among 1,602 recorded events in the 24-month window.

Leadership moves
460
Earnings
253
New products
204
Mergers & acquisitions
187
Funding rounds
164
Company announcements
156
Contracts
73
Capital infusions
20
Lawsuit
17
Layoffs
17
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

123 tracked people moves

Melissa Smith

Resignation Previously Board Chair

Kurt Adams

Appointment Board Member

Lauren Taylor Wolfe

Appointment Board Member

Sean Flynn

Appointment Chief Revenue Officer

Vontier ↗
Katie Rowen

Appointment Chief Transformation and Operations Officer

Routeware ↗
Kristy McKnight

Appointment Chief Product Officer

Montway ↗
Anna Maria Pellegrino

Appointment Chief Financial Officer

Marshall Bernes

Retirement Previously Head of Brand Center

Product launches

Products, platforms and features in the recorded window

FourKites ↗
Booking Connect for Ocean

Ocean freight booking platform

FarEye ↗
PILOT

AI dispatcher

FarEye ↗
PILOT

AI dispatcher

Fr8Tech AI Transformation Framework (FATF)

Methodology

Worldly ↗
Supplier Compliance Management

Product

Loadsure

Insurance

Truckstop.com load feed integration

Platform

Truedi

AI‑powered support assistant

Regulatory events

2 recorded events

approved for StateRAMP authorizationStateRAMP

achieved StateRAMP authorizationUS State Risk and Authorization Management Program (StateRAMP)

Litigation

14 tracked suits

Company
Hayden Artificial AI Technologies Inc. v seon, safe fleet

trade secrets and copyright infringementCivil · Ongoing

Company
Tegy Inc. v JB Hunt, uber freight, CH Robinson

rate fixing in freight industryClass Action ·

Earnings pulse

Reported company results in the recorded window.

27companies
294period observations
10.0%median reported growth

Median across 183 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Netradynemoove connected mobilityAnnounced2026-05-05Not stated in snapshot
WorldlyBendi SoftwareAnnounced2026-05-04Not stated in snapshot
CapacityDevRefactoryAnnounced2026-05-01Not stated in snapshot
descartes systems groupIdelic ↗Announced2026-04-24$28.0M
CapacityLang.aiAnnounced2026-04-21Not stated in snapshot
Truckstop.comWize LoadAnnounced2026-04-11Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

6,800 postings in the preceding 12 months. The full 9,964-posting snapshot covers 305 employers.

Expand panel +

Most advertised job titles

Customer Service Self Storage Manager772
District Manager159
Sales Professional117
Account Executive91
Territory Manager Outside Sales86
Truck Driver Cdl Class A Penske Logistics82
1 internship postings

138 tracked postings mention remote work.

The seniority mix

3,936 postings specify a level.

unspecified
6,028
manager
2,796
senior
689
lead
221
entry
145
intern
85

Skills employers mention

Top skills across 9,964 tracked postings in the available jobs snapshot.

Mopping
224
Maintenance
224
Cleaning
223
Sweeping
223
Excel
144
Valid Driver’S License
137
Python
109
Cdl Class A
100
Valid Driver\'S License
86
Scanner
83
ADVERTISED PAY$58.2K/ year

Median across 870 postings with pay data, expressed in USD.

Salary by seniority

manager$70.3K/ year326 postings
senior$140.0K/ year52 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

1,210 founders and chief executives across 945 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

192 profiles with education records.

Stanford University
30
Massachusetts Institute of Technology
29
University of California (Berkeley)
15
Cornell University
14
Carnegie Mellon University
13
Harvard University
12
Harvard Business School
12
University of Pennsylvania
10

Prior employers

66 profiles with prior-work records.

Google
14
Amazon
12
Microsoft
10
Uber
5
McKinsey
5
Intel
4
Apple
4
Cisco
3

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

NEWS INTELLIGENCE

How this industry appears in the news

403,548 articles in the measured 12-month window.

Expand panel +
403,548articles in the measured year
106,471articles in 2026Q1
55.3%positive tone in the latest complete year

News volume trends

Fleet and Freight Tech coverage across United States · articles per complete quarter

039,60579,211118,816158,4222021Q2: 66,8422021Q22021Q3: 67,8262021Q4: 62,8702022Q1: 69,4602022Q2: 68,5822022Q22022Q3: 66,1712022Q4: 69,8772023Q1: 73,5792023Q2: 77,8132023Q22023Q3: 76,2672023Q4: 74,9982024Q1: 89,4012024Q2: 84,6442024Q22024Q3: 81,3552024Q4: 88,3742025Q1: 137,7582025Q2: 106,9192025Q22025Q3: 111,8862025Q4: 79,8852026Q1: 106,4712026Q1
View quarterly article counts
QuarterArticles
2021Q266,842
2021Q367,826
2021Q462,870
2022Q169,460
2022Q268,582
2022Q366,171
2022Q469,877
2023Q173,579
2023Q277,813
2023Q376,267
2023Q474,998
2024Q189,401
2024Q284,644
2024Q381,355
2024Q488,374
2025Q1137,758
2025Q2106,919
2025Q3111,886
2025Q479,885
2026Q1106,471

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
135,026 positive · 3,196 neutral · 73,746 negative
2022
171,760 positive · 4,198 neutral · 97,694 negative
2023
194,243 positive · 4,161 neutral · 103,767 negative
2024
219,427 positive · 4,834 neutral · 119,050 negative
2025
241,187 positive · 6,577 neutral · 188,057 negative

Leading coverage topics

Fleet and Freight Tech coverage across United States · ranked by full-period article count.

Trade Policies And Agreements44,115 articles in the full recorded period
20,175 recent · 18,938 prior
Lunar And Martian Exploration Missions18,791 articles in the full recorded period
7,142 recent · 3,296 prior
New Product Launches And Innovations17,679 articles in the full recorded period
4,654 recent · 3,748 prior
International Political Relations16,749 articles in the full recorded period
5,480 recent · 3,274 prior
Economic Policy And Financial Regulation14,565 articles in the full recorded period
6,847 recent · 7,135 prior
Space Launch Infrastructure Development13,975 articles in the full recorded period
4,546 recent · 4,018 prior
Strategic Partnerships And Collaborations13,955 articles in the full recorded period
3,725 recent · 3,010 prior
Space Station Infrastructure13,946 articles in the full recorded period
4,274 recent · 5,276 prior
International Relations And Diplomacy12,560 articles in the full recorded period
4,517 recent · 2,399 prior
Company Expansions And New Market Entries12,355 articles in the full recorded period
3,921 recent · 2,272 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Fleet and Freight Tech coverage across United States

KeywordRecentPriorChange
trade facilitation commitments4,1832,79150%
artemis program3,7162411442%
bilateral trade terms2,7431,70161%
customs union deal1,84895693%
flight disruption payments1,64584595%
trade bloc compliance1,55498458%
free trade pact1,49189467%
tanker routing1,466239513%
aframax tankers1,384290377%
preferential trade deal1,360609123%
nautical disaster6751,133-40%
severe weather warning4501,000-55%
recycled content packaging321935-66%
vessel accident464915-49%
plant-based packaging294909-68%

Event and signal lenses

Fleet and Freight Tech coverage across United States

All complete annual cohorts shown
Rising

Regulatory Risk

363,794 classified articles

tariff negotiations, free trade deals, preferential tariff

49.9% critical · 31.8% positive
Rising

Funding Momentum

88,916 classified articles

satellite telecommunication, satellite ground stations, satellite telemetry

43.2% critical · 44.5% positive
Rising

Growth

130,018 classified articles

logistics update, logistics bottleneck, tariff negotiations

35.3% critical · 47.5% positive

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

RESEARCH SIGNALS

What Fleet and Freight 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
2022968.7
2023971.5
2024790.1
2025353.1
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 protocols that hinder 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
202257.8
202359.7
202461.3
202550.9
Supply‑Chain Modeling BottlenecksCommon problems researchers identify · 03

Supply‑Chain Modeling Bottlenecks

10 papers

14.5% of this theme group

Papers expose unresolved optimization and modeling issues that limit robust supply‑chain performance in logistics networks.

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
2022421.1
2023447.1
2024534.0
2025521.4
Scaling Biofuel Supply ChainsCommon problems researchers identify · 04

Scaling Biofuel Supply Chains

8 papers

11.6% of this theme group

Researchers flag logistical and raw‑material constraints that impede large‑scale deployment of biomass‑based fuels.

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
2022780.3
2023776.8
2024712.9
2025666.5

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

Cautionary work warns that current scheduling and service models may strain infrastructure and reduce reliability.

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
2022355.4
2023319.6
2024188.0
202568.8
Environmental Impacts of Biofuel LogisticsCautions · 02

Environmental Impacts of Biofuel Logistics

5 papers

20.8% of this theme group

Analyses caution that biofuel supply chains can generate significant greenhouse‑gas emissions if not carefully designed.

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
2022662.8
2023678.9
2024570.3
2025504.1
Revenue Uncertainty for EV FleetsCautions · 03

Revenue Uncertainty for EV Fleets

4 papers

16.7% of this theme group

Studies caution that pricing strategies and charging coordination can affect profitability of fully 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
2022130.4
2023126.5
202484.6
2025101.0
Machine‑Learning Limits in Supply ChainsCautions · 04

Machine‑Learning Limits in Supply Chains

3 papers

12.5% of this theme group

Researchers note that current AI approaches may not yet reliably solve complex inventory and biomass logistics problems.

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
202315.4
202423.5
202535.6

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 using simulation and optimization to improve resilience and risk management 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
2022425.9
2023453.1
2024541.8
2025540.7
Integrated Airline Fleet and Crew PlanningOpportunities · 02

Integrated Airline Fleet and Crew Planning

70 papers

17.0% of this theme group

Work explores unified models that combine flight scheduling, fleet assignment, and crew pairing for aviation efficiency.

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
2022391.1
2023354.6
2024218.6
2025111.5
Data‑Driven Fleet EfficiencyOpportunities · 03

Data‑Driven Fleet Efficiency

63 papers

15.3% of this theme group

Papers propose analytics and simulation tools to boost fuel efficiency and reliability of automotive 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
2022703.8
2023723.4
2024640.8
2025426.6
Electric Fleet Charging StrategiesOpportunities · 04

Electric Fleet Charging Strategies

52 papers

12.7% of this theme group

Research highlights dynamic policies for managing charging infrastructure and operations of autonomous 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
2022452.8
2023505.2
2024489.5
2025463.4
Optimized Biofuel Production NetworksOpportunities · 05

Optimized Biofuel Production Networks

51 papers

12.4% of this theme group

Studies develop stochastic and GIS‑based models to streamline biomass sourcing, processing, and ethanol distribution.

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
2022584.7
2023576.2
2024549.8
2025470.9
Innovative Vehicle Routing for Shared MobilityOpportunities · 06

Innovative Vehicle Routing for Shared Mobility

43 papers

10.5% of this theme group

Works present new routing and rebalancing algorithms to enhance service levels in car‑sharing and ride‑pooling systems.

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
2022405.3
2023366.9
2024241.6
2025146.3
Telematics for Truck Performance InsightOpportunities · 07

Telematics for Truck Performance Insight

39 papers

9.5% of this theme group

Research leverages GPS and telematics data to create actionable performance metrics for commercial trucking 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
20221338.0
20231294.4
20241059.3
2025949.2

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%37.1%
Breakthrough17.7%26.2%
Problem-identifying11.5%10.1%
Descriptive9.9%17.3%
Cautionary4.1%4.4%
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 fleet and freight 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 fleet and freight tech supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Layoffs & income shocks ↗Spending Pressure100.00.0+100.0+57.7%
Industrial parks & warehousing ↗Investment Build-Out50.066.7-16.7+28.1%
Highways & expressways ↗Connectivity Build-Out41.766.7-25.0+23.5%
Airports & air links ↗Connectivity Build-Out25.066.7-41.7+23.9%
EV adoption & charging ↗Adoption Shift41.7No matching category+16.9%
Rail & metro connectivity ↗Connectivity Build-Out50.0No matching category+36.8%
Congestion & traffic friction ↗Access Friction41.7No matching category+2.5%

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+100.0percentile-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 fleet and freight tech categories

  • Gig Employers425

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
INVESTMENT BUILD-OUTIndustrial parks & warehousing-16.7percentile-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 fleet and freight tech categories

  • Logistics Saas1,097

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-25.0percentile-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 fleet and freight tech categories

  • Logistics Saas1,097

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
CONNECTIVITY BUILD-OUTAirports & air links-41.7percentile-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 fleet and freight tech categories

  • Logistics Saas1,097

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
ADOPTION SHIFTEV adoption & chargingsupply 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 fleet and freight tech categories

This signal has no matching category in the page’s fleet and freight 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 connectivitysupply 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 fleet and freight tech categories

This signal has no matching category in the page’s fleet and freight 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
ACCESS FRICTIONCongestion & traffic frictionsupply not mapped
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 fleet and freight tech categories

This signal has no matching category in the page’s fleet and freight 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

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
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

the United States fleet and freight 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

Fleet and Freight 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.

Company ecosystem snapshot: 30 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