Radar Landscapes Fleet and Freight Tech Landscape of the United States
Fleet and Freight Tech industry in the United States — illustrated cover for the Fleet and Freight Tech Landscape of the United States
Radar · Industry landscape · the United States

Fleet and Freight Tech Landscape of the United States

2,831 Fleet and Freight Tech companies in the United States, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.

2,831companies tracked
$33.3Bdisclosed funding
212hiring right now
1,602events · 24 months
403,548news articles · 12 months

Who leads Fleet and Freight Tech in the United States

Shows the top companies by hiring activity, funding, and overall coverage among 2,831 tracked firms, highlighting the most active employers and those with disclosed financing.

open roles
Hiring now
ranked by live open roles
  1. 01Vontier13last posted Aug 2026
  2. 02ShipBob13last posted Aug 2026
  3. 03Echo Global Logistics12last posted Jul 2026
  4. 04ShipMonk12last posted Jul 2026
  5. 05Public Storage11last posted Jun 2026
  6. 06Velociti11last posted Jun 2026
  7. 07Serve Robotics11last posted Jun 2026
  8. 08Agility Robotics11last posted Jul 2026
212 companies hiring · 7 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
  1. 01Uber Freight$2.8BSeries B · Nov 2021
  2. 02Flexport$2.7BSeries E · Jan 2024
  3. 03Nuro$2.3BSeries E · Aug 2025
  4. 04Convoy$1.1BVenture Debt · Mar 2022
  5. 05Wright Express$1.1BGrant (prize money) · May 2025
  6. 06Stack AV$1BSeries D · Sep 2023
  7. 07Samsara$915MSeries F · May 2020
  8. 08GoMotive$717.3MSeries F · May 2025
482 companies with disclosed rounds · $33.3B total
revenue
Revenue leaders
official filings first, else latest snapshot
  1. 01Pelicargo$21.2BFY2023 filing
  2. 02Samsara$1.6BFY2026 filing
  3. 03Public Storage$1.2BFY2023 filing
  4. 04Saia$806.2MFY2018 filing
  5. 05Vontier$750.6MFY2025 filing
  6. 06Wright Express$462.2MFY2024 filing
  7. 07PowerFleet$113.5MFY2025 filing
  8. 08CalAmp$53.6MFY2023 filing
18 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
  1. 01Saia10,600tracked employees
  2. 02Vontier8,000tracked employees
  3. 03Wright Express6,100tracked employees
  4. 04Public Storage5,900tracked employees
  5. 05Flexport3,511tracked employees
  6. 06Samsara2,266tracked employees
  7. 07Speed Commerce1,609tracked employees
  8. 08ShipBob1,338tracked employees
198 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
  1. 01Edelman15.9%414 tracked events
  2. 02Serve Robotics5.0%129 tracked events
  3. 03Flexport4.3%111 tracked events
  4. 04Freightos3.9%102 tracked events
  5. 05Samsara3.2%82 tracked events
  6. 06GigaCloud Technology2.8%72 tracked events
  7. 07Workhorse Group2.7%69 tracked events
  8. 08FourKites2.6%68 tracked events
2,600 tracked events across 179 companies
web reach
Most-used apps
the sites in this sector the web visits most
  1. 01SmartKargotop 50ksmartkargo.com
  2. 02Public Storagetop 50kpublicstorage.com
  3. 03Printfultop 50kprintful.com
  4. 04Printifytop 50kprintify.com
  5. 05SeaRatestop 50ksearates.com
  6. 06EasyPosttop 100keasypost.com
  7. 07uShiptop 100kuship.com
  8. 08Omnitracstop 100komnitracs.com
868 companies here run a site with a measured audience · 137 of them sit inside the web’s top million
articles
In the news
Prism news coverage, last 12 months
  1. 01PFS1,422articles in the window
  2. 02Gideon566articles in the window
  3. 03Flexport493articles in the window
  4. 04Nuro452articles in the window
  5. 05Agility Robotics342articles in the window
  6. 06Serve Robotics289articles in the window
  7. 07Saia215articles in the window
  8. 08Public Storage211articles in the window
185 of these companies drew sector coverage in the window
Radar

See all 2,831 Fleet and Freight Tech companies in the United States

Filter by funding, headcount, hiring and location, and export the list.

How the Fleet and Freight Tech ecosystem in the United States grew, 2016–2025

Displays the annual count of new companies founded from 2016 to 2025, noting a peak of 221 startups in 2020 and only 8 in 2025.

Companies founded / year
new Fleet and Freight Tech companies in the United States
2016: 2082017: 1822018: 1992019: 1782020: 2212021: 1672022: 1082023: 742024: 582025: 8
20162025
peak 221 in 2020
Companies raising / year
with a disclosed round that year
20162025
peak 119 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
2016: 713,649,0772017: 1,438,168,9232018: 1,984,118,0782019: 4,373,231,4902020: 4,357,338,6582021: 7,505,586,1842022: 4,414,863,2282023: 2,156,998,4512024: 1,344,055,5692025: 2,159,202,320
20162025
peak $7.5B in 2021

Where Fleet and Freight Tech companies in the United States are based

Lists the cities with the highest concentrations of sector firms, led by San Francisco (113), New York City (91), and Miami (89).

San Francisco skyline — Fleet and Freight Tech hub in the United States
Hub 01
San Francisco
113 Fleet and Freight Tech companies
20% of the Fleet and Freight Tech companies across these hubs
113companies
$10.4Bdisclosed funding
20hiring now
Photo Wikipedia · San Francisco · CC BY-SA 4.0
New York City skyline — Fleet and Freight Tech hub in the United States
Hub 02
New York City
91 Fleet and Freight Tech companies
16% of the Fleet and Freight Tech companies across these hubs
91companies
$1.1Bdisclosed funding
9hiring now
Photo Wikipedia · New York City · CC BY-SA 4.0
Miami skyline — Fleet and Freight Tech hub in the United States
Hub 03
Miami
89 Fleet and Freight Tech companies
16% of the Fleet and Freight Tech companies across these hubs
89companies
$50.3Mdisclosed funding
5hiring now
Photo Wikipedia · Miami · CC BY-SA 4.0
Los Angeles skyline — Fleet and Freight Tech hub in the United States
Hub 04
Los Angeles
70 Fleet and Freight Tech companies
12% of the Fleet and Freight Tech companies across these hubs
70companies
$415.9Mdisclosed funding
6hiring now
Photo Wikipedia · Los Angeles · CC BY-SA 4.0
Chicago skyline — Fleet and Freight Tech hub in the United States
Hub 05
Chicago
64 Fleet and Freight Tech companies
11% of the Fleet and Freight Tech companies across these hubs
64companies
$1.3Bdisclosed funding
5hiring now
Photo Wikipedia · Chicago · CC BY-SA 4.0
Atlanta skyline — Fleet and Freight Tech hub in the United States
Hub 06
Atlanta
52 Fleet and Freight Tech companies
9% of the Fleet and Freight Tech companies across these hubs
52companies
$676.9Mdisclosed funding
2hiring now
Photo Wikipedia · Atlanta · CC BY-SA 4.0
Houston skyline — Fleet and Freight Tech hub in the United States
Hub 07
Houston
44 Fleet and Freight Tech companies
8% of the Fleet and Freight Tech companies across these hubs
44companies
$30.7Mdisclosed funding
2hiring now
Photo Wikipedia · Houston · CC BY-SA 4.0
Austin, a Fleet and Freight Tech hub in the United States
Hub 08
Austin
42 Fleet and Freight Tech companies
7% of the Fleet and Freight Tech companies across these hubs
42companies
$552.3Mdisclosed funding
5hiring now
generated artwork

The Fleet and Freight Tech market map of the United States: what these companies actually do

Breaks down the main product categories and revenue models, with enterprise tech and SaaS as the largest sub‑categories and subscription as the most common revenue type.

  • Enterprise Tech2,507 companies · $32.9B raised · 197 hiring
  • Enterprise Software1,381 companies · $20.5B raised · 103 hiring
  • SaaS1,114 companies · $20.9B raised · 85 hiring
  • Logistics SaaS1,097 companies · $20.9B raised · 84 hiring
  • Commerce Enablers943 companies · $10.4B raised · 85 hiring
  • Consumer Digital633 companies · $3.8B raised · 32 hiring
  • Gig Employers425 companies · $7.4B raised · 32 hiring
  • Marketplaces404 companies · $3B raised · 36 hiring
  • Internet of Vehicles328 companies · $9.6B raised · 37 hiring
  • Predictive Maintenance for Automotive234 companies · $4.3B raised · 21 hiring
  • E-Commerce SaaS185 companies · $4.2B raised · 25 hiring
  • Retail SaaS184 companies · $4.3B raised · 24 hiring

Monetization

How Fleet and Freight Tech companies make money

How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.

Subscription1,888
E-Commerce - Service701
Commission on Transaction657
Fee-For-Service635
E-Commerce - Product204
Physical Commerce112
Advertising90
Licensing18

Funding, M&A and the deals moving Fleet and Freight Tech in the United States

Counts 1,602 corporate events over the past two years, including key‑person changes (460), earnings releases (253), and new product announcements (204).

Leadership 460Earnings 253Product 204M&A 187Funding 164Announcement 156Contracts 73Capital 20Lawsuit 17Layoffs 17
  • M&Atoday announced the acquisition of Moove Connected Mobility2026-05-05
  • M&AWorldly, 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.2026-05-04
  • M&ACapacity has acquired DevRefactory, a customer experience software company founded in 2020, in a transaction advised by Tampa-based Hyde Park Capital.2026-04-28
  • M&ADescartes Systems Group has acquired Idelic, a developer of fleet safety management software, for $28 million.2026-04-24
  • FundingDeliverr founder Harish Abbott raised an $85 million Series A round late last year to help automate work done by freight shippers and carriers.2026-04-17
  • FundingCompanies such as Figure AI, a humanoid robotics startup, and Agility Robotics have raised as much as $1 billion and $641 million, respectively.2026-04-14
  • FundingTwo 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.2026-04-09
  • M&ATruckstop.com, announced Tuesday that it has acquired Wize Load, a provider of heavy haul rate intelligence tools.2026-04-07
  • M&ARouteware has announced the acquisition of PermiServ as part of its strategy to expand its presence in the United Kingdom.2026-04-07
  • M&ASteve Brown, a 15-year veteran of One Stop, will become a regional vice president with Echo, leading all operations of the newly acquired entity.2026-03-30

Mergers and acquisitions

Deals from the last 24 months where a Fleet and Freight Tech company in the United States was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.

AcquirerTargetDeal valueStatusDate
Netradynemoove connected mobilityundisclosedAnnounced2026-05-05
WorldlyBendi SoftwareundisclosedAnnounced2026-05-04
CapacityDevRefactoryundisclosedAnnounced2026-05-01
descartes systems groupIdelic$28MAnnounced2026-04-24
CapacityLang.aiundisclosedAnnounced2026-04-21
Truckstop.comWize LoadundisclosedAnnounced2026-04-11

Who is listing, hiring leaders, launching and winning work

Provides details on notable events such as IPO filings, leadership changes, product launches, and contract wins within the sector.

IPO pipeline
4 companies listed or filing · last 24 months
Leadership moves
123 tracked people moves · last 12 months
  • Wright ExpressMelissa Smith · Resignation — was Board ChairMay 2026
  • Wright ExpressKurt Adams · Appointment → Board MemberMay 2026
  • Wright ExpressLauren Taylor Wolfe · Appointment → Board MemberMay 2026
  • TrueCommerceSean Flynn · Appointment → Chief Revenue OfficerMay 2026
  • VontierKatie Rowen · Appointment → Chief Transformation and Operations OfficerApr 2026
  • RoutewareKristy McKnight · Appointment → Chief Product OfficerApr 2026
  • MontwayAnna Maria Pellegrino · Appointment → Chief Financial OfficerApr 2026
  • GigaCloud TechnologyMarshall Bernes · Retirement — was Head of Brand CenterApr 2026
Product launches
tracked launches · last 12 months
  • FourKitesBooking Connect for Ocean (Ocean freight booking platform)May 2026
  • FarEyePILOT (AI dispatcher)Apr 2026
  • FarEyePILOT (AI dispatcher)Apr 2026
  • Freight TechnologiesFr8Tech AI Transformation Framework (FATF) (Methodology)Apr 2026
  • WorldlySupplier Compliance Management (Product)Apr 2026
  • Trucker ToolsLoadsure (Insurance)Apr 2026
  • Trucker PathTruckstop.com load feed integration (Platform)Apr 2026
  • TrueCommerceTruedi (AI‑powered support assistant)Apr 2026
Contract wins
54 customer wins · last 24 months
Workforce actions
10 companies cutting roles · last 24 months
  • Freightos~15% of workforce reported · cost reductionApr 2026
  • Arrive Logistics~5 roles reported · strategy reviewFeb 2026
  • BrightDropscale undisclosedOct 2025
  • Uber Freightscale undisclosed · strategic rebuildOct 2025
  • Nuro~20% of workforce reported · macro-economic challengesAug 2025
  • Edelman~330 roles reported · expected decrease in revenueAug 2025
Regulatory & litigation
2 regulatory events · 14 tracked suits · 24 months
  • Pitney Bowesapproved for StateRAMP authorization — StateRAMPFeb 2025
  • Pitney Bowesachieved StateRAMP authorization — US State Risk and Authorization Management Program (StateRAMP)Feb 2025
  • Hayden Artificial AI Technologies Inc. v seon, safe fleettrade secrets and copyright infringement · OngoingApr 2026
  • Tegy Inc. v JB Hunt, uber freight, CH Robinsonrate fixing in freight industryOct 2025
Earnings pulse
companies reporting results · last 24 months
27 companies reporting294 company-quarters trackedbeat 59miss 17in line 8

Half of these companies grew revenue faster than +10.0%, half slower.

Who is building Fleet and Freight Tech in the United States

Profiles 1,210 founders and CEOs across 945 firms, noting frequent alma maters like Stanford (30) and common prior employers such as Google (14).

Founders and chief executives12 of 1,210, from the best-funded companies on this page
Ryan Petersen
Founder and Executive Chairman of the Board
Ryan Petersen

Partner-Founders Fund · Ex-Co-Founder-ImportGenius · University of California Berkeley BA 2002, Columbia Business School MBA 2008

Dave Ferguson
Co-Founder & Co-CEO
Dave Ferguson

Ex-Google, Two Sigma · University of Otago BSc 2001, Carnegie Mellon University MS 2006

Peter Rander
Co-Founder & President
Peter Rander

Ex-Argo AI, Uber Advanced Technologies Center · Carnegie Mellon University MS 1993, PhD 1998

John Bicket
Co-Founder and CTO
John Bicket

Samsara, ex-Cloud Networking Group Cisco Systems, ex-Meraki, Massachusetts Institute of Technology, 2005

Shoaib Makani
Co-Founder & CEO
Shoaib Makani

Co-Founder & CEO-Motive · Ex-AdMob, Google · LSE BSc 2006

Tony Summerville
Founder & Executive Chairman
Tony Summerville

Fleetio, ex-Techbirmingham, ex-Daxko, Auburn University

Jacob Boudreau
Co-Founder / CTO
Jacob Boudreau

Forbes, ex-Dynamo Accelerator And Fund, ex-One 6 Web, Arizona State University

Michael Krakaris
Co-Founder
Michael Krakaris

Ex- Symphony Commerce. Northwestern University BA 2015

Oren Zaslansky
Founder & CEO
Oren Zaslansky

The Wall Street Journal, World Economic Forum, YPO, SolSource Logistics. California State University, Long Beach 1995…

Piyush Chaudhari
CEO
Piyush Chaudhari

Ex-SGS, IRI, Aon Hewitt, McKinsey. University of Illinois at Chicago MA 1998, Kellogg Graduate School of Management MBA 2001

Ricardo Salgado
Founder and Executive Chairman
Ricardo Salgado

Loadsmart, ex-Georgia Tech Alumni Association, ex-Georgia Tech Institute Of Industrial And Systems Engineers, NYU School of Professional Studies, 2013

Jan Bednar
Founder
Jan Bednar
repeat founder

MD Vezos Energy, ex-CEO BedaBox, Prim Watches. Florida Atlantic University 2014

Where the founders studied
alma mater on record for 192 of 1,210 founders
Stanford University30
Massachusetts Institute of Technology29
University of California (Berkeley)15
Cornell University14
Carnegie Mellon University13
Harvard University12
Harvard Business School12
University of Pennsylvania10
Where they worked before
a previous employer on record for 66 of 1,210 founders
Google14
Amazon12
Microsoft10
Uber5
McKinsey5
Intel4
Apple4
Cisco3
Founders flagged as repeat founders
of 1,084 founders with a profile on this page
22
carry a repeat-founder flag
  • flagged as repeat founders22
  • no repeat-founder flag1,062
Women and men among the founders
first names matched for 1,093 of 1,210 founders
9%
of matched founders are women
  • women96
  • men997
Inferred from first names, using 119 million people who state their own gender: a first name counts only where at least 20 of them share it and at least 90% of those share the same gender. The other 117 founders go in neither column.
Radar

Look up the people behind Fleet and Freight Tech companies in the United States

Search founders, executives and operators by company, role and location.

Who funds Fleet and Freight Tech in the United States

Summarizes 1,151 funding rounds since 2016 from 1,440 investors, with a typical round size of $5.3 million.

Investor · most active investors since 2016RoundsLedLatest
Y Combinator4318Oct 2025
8VC228Apr 2026
Techstars2114Nov 2023
Dynamo Ventures196Oct 2022
Founders Fund195Apr 2026
Tiger Global Management1610Apr 2025
Prologis161May 2024
Bain Capital Ventures146Dec 2025
New Enterprise Associates138Jul 2025
Andreessen Horowitz136Sep 2025
Stage mix · rounds since 2016
Seed & Angel416
Series A–B446
Series C+ / PE145
Grants, debt & other144

The typical round is $5.3M — half were bigger, half smaller.

The biggest Fleet and Freight Tech funding rounds in the United States

Highlights the largest disclosed round—Uber Freight’s $2.2 billion Series B—and lists ten other major recent funding events.

CompanyRoundSizeWhenBackers
Uber FreightSeries Bmega-round$2.2BNov 2021
FlexportSeries Dmega-round$1BFeb 2019Susa Ventures, Cherubic Ventures, DST Global +3 more
Stack AVSeries Dmega-round$1BSep 2023SoftBank
NuroSeries Bmega-round$940MFeb 2019SoftBank Vision Fund
FlexportSeries Emega-round$935MFeb 2022Andreessen Horowitz, MSD Partners, Shopify +4 more
NuroSeries Dmega-round$600MNov 2021Tiger Global Management, Baillie Gifford, Fidelity Investments +7 more
Uber FreightSeries Amega-round$550MOct 2020Greenbriar Equity Group, ADFD
NuroSeries Cmega-round$500MNov 2020T. Rowe Price, Fidelity Investments, Baillie Gifford +3 more
FleetioSeries Dmega-round$454MMar 2025Elephant Venture Capital, Goldman Sachs
SamsaraSeries Fmega-round$400MMay 2020AllianceBernstein, General Atlantic, Warburg Pincus +6 more
Venture round sizes · 2023–2025
<$1M32
$1–10M72
$10–50M59
$50–250M22
>$250M3

188 venture rounds with a disclosed amount in the window.

Fresh cheques · last 6 months

What the news says about Fleet and Freight Tech in the United States

Counts 403,548 news articles in the last year, covering topics such as trade policies, new product launches, and international political relations.

News volume
Fleet and Freight Tech coverage across United States · articles per quarter
2021Q2: 66,8422021Q3: 67,8262021Q4: 62,8702022Q1: 69,4602022Q2: 68,5822022Q3: 66,1712022Q4: 69,8772023Q1: 73,5792023Q2: 77,8132023Q3: 76,2672023Q4: 74,9982024Q1: 89,4012024Q2: 84,6442024Q3: 81,3552024Q4: 88,3742025Q1: 137,7582025Q2: 106,9192025Q3: 111,8862025Q4: 79,8852026Q1: 106,471
2021Q22026Q1
peak 137,758 in 2025Q1 · 403,548 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 64% → 55%, negative 35% → 43% across 2021–2025.

What the coverage is about

The subjects that dominate Fleet and Freight Tech news in United States. The arrow shows whether each one is being written about more or less than a year ago.

  • Trade policies and agreements44,115→+6%
  • Lunar and martian exploration missions18,791▲+117%
  • New product launches and innovations17,679▲+24%
  • International political relations16,749▲+67%
  • Economic policy and financial regulation14,565→-4%
  • Space launch infrastructure development13,975▲+13%
  • Strategic partnerships and collaborations13,955▲+24%
  • Space station infrastructure13,946▼-19%
  • International relations and diplomacy12,560▲+88%
  • Company expansions and new market entries12,355▲+73%
Most-covered companies · last 12 months

185 Fleet and Freight Tech companies here were named in the news over this period.

Prism

Watch Fleet and Freight Tech coverage in United States as it happens

Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.

Momentum

The words getting louder — and quieter

Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.

trade facilitation commitments+50%artemis program+1442%bilateral trade terms+61%customs union deal+93%flight disruption payments+95%trade bloc compliance+58%free trade pact+67%tanker routing+513%aframax tankers+377%preferential trade deal+123%
nautical disaster-40%severe weather warning-55%recycled content packaging-66%vessel accident-49%plant-based packaging-68%

The pressures the press keeps returning to

Three recurring angles in United States Fleet and Freight Tech coverage, and whether each is getting more attention year on year (through 2025).

Regulatory Risk ▲ rising
363,794 articles touch this dimension · 49.9% critical tone
20212025
signals: tariff negotiations, free trade deals, preferential tariff
Funding Momentum ▲ rising
88,916 articles touch this dimension · 43.2% critical tone
20212025
signals: satellite telecommunication, satellite ground stations, satellite telemetry
Growth ▲ rising
130,018 articles touch this dimension · 35.3% critical tone
20212025
signals: logistics update, logistics bottleneck, tariff negotiations

Fleet and Freight Tech jobs in the United States: who is hiring and what they ask for

Reports 6,800 job postings from 305 employers in 12 months, with common skills like cleaning and Excel and a median salary of $58 k per year.

6,800postings · last 12 months
9,964postings tracked overall
305employers advertising
$58kmedian advertised salary/yr (n=870)

Demand

The Skills Employers Ask For

What Fleet and Freight Tech employers in the United States put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.

  • mopping224
  • maintenance224
  • cleaning223
  • sweeping223
  • excel144
  • valid driver’s license137
  • python109
  • cdl class a100
  • valid driver\'s license86
  • scanner83
What level are these roles?
Entry145
Intern85
Senior689
Lead221
Manager2,796
What they pay, by level
  • Manager$70k/yr (n=326)
  • Senior$140k/yr (n=52)
Most advertised titles
  • Customer Service - Self Storage Manager772
  • District Manager159
  • Sales Professional117
  • Account Executive91
  • Territory Manager - Outside Sales86
  • Truck Driver - Cdl Class A - Penske Logistics82

What Fleet and Freight Tech research in the United States is working on

Lists 637 U.S. academic papers, of which 75 identify problems, 26 issue cautions, and 447 discuss opportunities in the field.

How this field talks about itself
United States-affiliated Fleet and Freight Tech papers (gold) against all published research (grey)
Promising52.4% · 37.1%1.4×
Breakthrough17.7% · 26.2%0.7×
Problem-identifying11.5% · 10.1%≈ par
Descriptive9.9% · 17.3%0.6×
Cautionary4.1% · 4.4%≈ par
Comparative4.1% · 3.9%≈ par

United States-affiliated Fleet and Freight Tech literature runs 1.4× more “promising” than science at large (52.4% vs 37.1% baseline).

How the work is done
Methods-led65.9%
Empirical24.5%
Reviews5.7%
Position pieces3.5%
Theoretical0.5%
How the research reads

90% positive · 5% neutral · 5% negative, across 637 papers.

The institutions doing the work · United States
  • Northwestern University872
  • University of California, Berkeley691
  • The University of Texas at Austin587
  • Princeton University436
  • University of Virginia382
  • Massachusetts Institute of Technology369

ranked by how often their work is cited

Leading researchers · United States-affiliated work

Fengqi You · Kara M. Kockelman · T. Donna Chen · Belinda Wang · Dajun Yue · Tom L. Richard · Zuo‐Jun Max Shen · Long He

The most-cited breakthroughs
  • DeepPool: Distributed Model-Free Algorithm for Ride-Sharing Using Deep Reinforcement Learning · 167 cites
  • Next-Generation Automated Vehicle Location Systems: Positioning at the Lane Level · 135 cites
  • Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization · 129 cites
  • MOVI: A Model-Free Approach to Dynamic Fleet Management · 102 cites
  • Vehicle Rebalancing for Mobility-on-Demand Systems with Ride-Sharing · 73 cites
Common problems researchers identify69 papers · 4 recurring themes
Electrified Fleet Planning Challenges — Common problems researchers identify
Problems · theme 01
Electrified Fleet Planning Challenges
26 papers · 37.7% of this block
2022: 969 of every 10,000 papers on this subject2023: 972 of every 10,000 papers on this subject2024: 790 of every 10,000 papers on this subject2025: 353 of every 10,000 papers on this subject2022: 969 of every 10,000 papers on this subject2023: 972 of every 10,000 papers on this subject2024: 790 of every 10,000 papers on this subject2025: 353 of every 10,000 papers on this subject▼ -64% share2022→2025 share of research on this subject
Researchers highlight difficulties in integrating electric vehicles and autonomous technologies into fleet operations and demand‑responsive services.
Electrification · Automotive engineering · Transport engineering · Fleet management
“Joint Optimization Scheme for the Planning and Operations of Shared Autonomous Electric Vehicle Fleets Serving Mobility on Demand”
26 of these papers raise it as a problem
Standardization Gaps in Fleet Management — Common problems researchers identify
Problems · theme 02
Standardization Gaps in Fleet Management
25 papers · 36.2% of this block
2022: 58 of every 10,000 papers on this subject2023: 60 of every 10,000 papers on this subject2024: 61 of every 10,000 papers on this subject2025: 51 of every 10,000 papers on this subject2022: 58 of every 10,000 papers on this subject2023: 60 of every 10,000 papers on this subject2024: 61 of every 10,000 papers on this subject2025: 51 of every 10,000 papers on this subject▼ -12% share2022→2025 share of research on this subject
Studies point to inconsistent standards and service protocols that hinder efficient management of diverse vehicle fleets.
Fleet management · Standardization · Service · Aeronautics
“Construction Equipment Fleet Management Using Telematics Technology: Research And Resultant Educational Perspectives”
25 of these papers raise it as a problem
Supply‑Chain Modeling Bottlenecks — Common problems researchers identify
Problems · theme 03
Supply‑Chain Modeling Bottlenecks
10 papers · 14.5% of this block
2022: 421 of every 10,000 papers on this subject2023: 447 of every 10,000 papers on this subject2024: 534 of every 10,000 papers on this subject2025: 521 of every 10,000 papers on this subject2022: 421 of every 10,000 papers on this subject2023: 447 of every 10,000 papers on this subject2024: 534 of every 10,000 papers on this subject2025: 521 of every 10,000 papers on this subject▲ +24% share2022→2025 share of research on this subject
Papers expose unresolved optimization and modeling issues that limit robust supply‑chain performance in logistics networks.
Supply chain optimization · Supply chain · Chain · Supply chain management
“Review on modeling and optimization problems about RFID technology and applications”
10 of these papers raise it as a problem
Scaling Biofuel Supply Chains — Common problems researchers identify
Problems · theme 04
Scaling Biofuel Supply Chains
8 papers · 11.6% of this block
2022: 780 of every 10,000 papers on this subject2023: 777 of every 10,000 papers on this subject2024: 713 of every 10,000 papers on this subject2025: 666 of every 10,000 papers on this subject2022: 780 of every 10,000 papers on this subject2023: 777 of every 10,000 papers on this subject2024: 713 of every 10,000 papers on this subject2025: 666 of every 10,000 papers on this subject▼ -15% share2022→2025 share of research on this subject
Researchers flag logistical and raw‑material constraints that impede large‑scale deployment of biomass‑based fuels.
Biofuel · Supply chain · Raw material · Biomass
“Challenges in Scaling Up Biofuels Infrastructure”
8 of these papers raise it as a problem
Cautions24 papers · 4 recurring themes
Operational Risks in Fleet Scheduling — Cautions
Cautions · theme 01
Operational Risks in Fleet Scheduling
12 papers · 50.0% of this block
2022: 355 of every 10,000 papers on this subject2023: 320 of every 10,000 papers on this subject2024: 188 of every 10,000 papers on this subject2025: 69 of every 10,000 papers on this subject2022: 355 of every 10,000 papers on this subject2023: 320 of every 10,000 papers on this subject2024: 188 of every 10,000 papers on this subject2025: 69 of every 10,000 papers on this subject▼ -81% share2022→2025 share of research on this subject
Cautionary work warns that current scheduling and service models may strain infrastructure and reduce reliability.
Fleet management · Service · Scheduling · Operations research
“Fleet Standardisation and Airline Performance”
12 of these papers raise it as a problem
Environmental Impacts of Biofuel Logistics — Cautions
Cautions · theme 02
Environmental Impacts of Biofuel Logistics
5 papers · 20.8% of this block
2022: 663 of every 10,000 papers on this subject2023: 679 of every 10,000 papers on this subject2024: 570 of every 10,000 papers on this subject2025: 504 of every 10,000 papers on this subject2022: 663 of every 10,000 papers on this subject2023: 679 of every 10,000 papers on this subject2024: 570 of every 10,000 papers on this subject2025: 504 of every 10,000 papers on this subject▼ -24% share2022→2025 share of research on this subject
Analyses caution that biofuel supply chains can generate significant greenhouse‑gas emissions if not carefully designed.
Biofuel · Supply chain · Greenhouse gas
“Location Allocation of Biorefineries for a Switchgrass-Based Bioethanol Supply Chain Using Energy Consumption and Emissions”
5 of these papers raise it as a problem
Revenue Uncertainty for EV Fleets — Cautions
Cautions · theme 03
Revenue Uncertainty for EV Fleets
4 papers · 16.7% of this block
2022: 130 of every 10,000 papers on this subject2023: 126 of every 10,000 papers on this subject2024: 85 of every 10,000 papers on this subject2025: 101 of every 10,000 papers on this subject2022: 130 of every 10,000 papers on this subject2023: 126 of every 10,000 papers on this subject2024: 85 of every 10,000 papers on this subject2025: 101 of every 10,000 papers on this subject▼ -22% share2022→2025 share of research on this subject
Studies caution that pricing strategies and charging coordination can affect profitability of fully electric vehicle fleets.
Electrification · Revenue
“Management of a Shared Autonomous Electric Vehicle Fleet: Implications of Pricing Schemes”
4 of these papers raise it as a problem
Machine‑Learning Limits in Supply Chains — Cautions
Cautions · theme 04
Machine‑Learning Limits in Supply Chains
3 papers · 12.5% of this block
2022: 14 of every 10,000 papers on this subject2023: 15 of every 10,000 papers on this subject2024: 24 of every 10,000 papers on this subject2025: 36 of every 10,000 papers on this subject2022: 14 of every 10,000 papers on this subject2023: 15 of every 10,000 papers on this subject2024: 24 of every 10,000 papers on this subject2025: 36 of every 10,000 papers on this subject▲ +154% share2022→2025 share of research on this subject
Researchers note that current AI approaches may not yet reliably solve complex inventory and biomass logistics problems.
Supply chain optimization · Supply chain
“Supply Chain Optimization: Machine Learning Applications in Inventory Management for E-Commerce”
3 of these papers raise it as a problem
Opportunities411 papers · 7 recurring themes
Advanced Supply‑Chain Optimization — Opportunities
Opportunities · theme 01
Advanced Supply‑Chain Optimization
93 papers · 22.6% of this block
2022: 426 of every 10,000 papers on this subject2023: 453 of every 10,000 papers on this subject2024: 542 of every 10,000 papers on this subject2025: 541 of every 10,000 papers on this subject2022: 426 of every 10,000 papers on this subject2023: 453 of every 10,000 papers on this subject2024: 542 of every 10,000 papers on this subject2025: 541 of every 10,000 papers on this subject▲ +27% share2022→2025 share of research on this subject
Opportunities focus on using simulation and optimization to improve resilience and risk management across logistics networks.
Supply chain · Supply chain management · Supply chain optimization · Supply chain risk management
“Supply chain management using an optimization driven simulation approach”
Integrated Airline Fleet and Crew Planning — Opportunities
Opportunities · theme 02
Integrated Airline Fleet and Crew Planning
70 papers · 17.0% of this block
2022: 391 of every 10,000 papers on this subject2023: 355 of every 10,000 papers on this subject2024: 219 of every 10,000 papers on this subject2025: 112 of every 10,000 papers on this subject2022: 391 of every 10,000 papers on this subject2023: 355 of every 10,000 papers on this subject2024: 219 of every 10,000 papers on this subject2025: 112 of every 10,000 papers on this subject▼ -72% share2022→2025 share of research on this subject
Work explores unified models that combine flight scheduling, fleet assignment, and crew pairing for aviation efficiency.
Fleet management · Operations research · Scheduling · Aviation
“An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing”
Data‑Driven Fleet Efficiency — Opportunities
Opportunities · theme 03
Data‑Driven Fleet Efficiency
63 papers · 15.3% of this block
2022: 704 of every 10,000 papers on this subject2023: 723 of every 10,000 papers on this subject2024: 641 of every 10,000 papers on this subject2025: 427 of every 10,000 papers on this subject2022: 704 of every 10,000 papers on this subject2023: 723 of every 10,000 papers on this subject2024: 641 of every 10,000 papers on this subject2025: 427 of every 10,000 papers on this subject▼ -39% share2022→2025 share of research on this subject
Papers propose analytics and simulation tools to boost fuel efficiency and reliability of automotive fleets.
Fleet management · Fuel efficiency · Automotive engineering · Analytics
“Safe and Sustainable Fleet Management with Data Analytics and Training”
Electric Fleet Charging Strategies — Opportunities
Opportunities · theme 04
Electric Fleet Charging Strategies
52 papers · 12.7% of this block
2022: 453 of every 10,000 papers on this subject2023: 505 of every 10,000 papers on this subject2024: 490 of every 10,000 papers on this subject2025: 463 of every 10,000 papers on this subject2022: 453 of every 10,000 papers on this subject2023: 505 of every 10,000 papers on this subject2024: 490 of every 10,000 papers on this subject2025: 463 of every 10,000 papers on this subject▲ +2% share2022→2025 share of research on this subject
Research highlights dynamic policies for managing charging infrastructure and operations of autonomous electric vehicle fleets.
Electric vehicle · Electrification · Battery · Fleet management
“Operations of a Shared, Autonomous Electric Vehicle Fleet: Implications of Vehicle & Charging Infrastructure Decisions”
Optimized Biofuel Production Networks — Opportunities
Opportunities · theme 05
Optimized Biofuel Production Networks
51 papers · 12.4% of this block
2022: 585 of every 10,000 papers on this subject2023: 576 of every 10,000 papers on this subject2024: 550 of every 10,000 papers on this subject2025: 471 of every 10,000 papers on this subject2022: 585 of every 10,000 papers on this subject2023: 576 of every 10,000 papers on this subject2024: 550 of every 10,000 papers on this subject2025: 471 of every 10,000 papers on this subject▼ -20% share2022→2025 share of research on this subject
Studies develop stochastic and GIS‑based models to streamline biomass sourcing, processing, and ethanol distribution.
Biofuel · Biomass · Supply chain · Cellulosic ethanol
“<scp>GIS</scp>‐enabled biomass‐ethanol supply chain optimization: model development and Miscanthus application”
Innovative Vehicle Routing for Shared Mobility — Opportunities
Opportunities · theme 06
Innovative Vehicle Routing for Shared Mobility
43 papers · 10.5% of this block
2022: 405 of every 10,000 papers on this subject2023: 367 of every 10,000 papers on this subject2024: 242 of every 10,000 papers on this subject2025: 146 of every 10,000 papers on this subject2022: 405 of every 10,000 papers on this subject2023: 367 of every 10,000 papers on this subject2024: 242 of every 10,000 papers on this subject2025: 146 of every 10,000 papers on this subject▼ -64% share2022→2025 share of research on this subject
Works present new routing and rebalancing algorithms to enhance service levels in car‑sharing and ride‑pooling systems.
Operations research · Service · Vehicle routing problem · Fleet management
“Carsharing”
Telematics for Truck Performance Insight — Opportunities
Opportunities · theme 07
Telematics for Truck Performance Insight
39 papers · 9.5% of this block
2022: 1,338 of every 10,000 papers on this subject2023: 1,294 of every 10,000 papers on this subject2024: 1,059 of every 10,000 papers on this subject2025: 949 of every 10,000 papers on this subject2022: 1,338 of every 10,000 papers on this subject2023: 1,294 of every 10,000 papers on this subject2024: 1,059 of every 10,000 papers on this subject2025: 949 of every 10,000 papers on this subject▼ -29% share2022→2025 share of research on this subject
Research leverages GPS and telematics data to create actionable performance metrics for commercial trucking operations.
Global Positioning System · Truck · Transport engineering · Telematics
“Processing Commercial Global Positioning System Data to Develop a Web-Based Truck Performance Measures Program”

Which of these themes are growing fastest

Tracks how the share of research themes has shifted globally from 2022 to 2025.

Problems
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Supply‑Chain Modeling Bottlenecks▲+24%
Standardization Gaps in Fleet Management▼-12%
Scaling Biofuel Supply Chains▼-15%
Electrified Fleet Planning Challenges▼-64%
Cautions
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Machine‑Learning Limits in Supply Chains▲+154%
Revenue Uncertainty for EV Fleets▼-22%
Environmental Impacts of Biofuel Logistics▼-24%
Operational Risks in Fleet Scheduling▼-81%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Advanced Supply‑Chain Optimization▲+27%
Electric Fleet Charging Strategies▲+2%
Optimized Biofuel Production Networks▼-20%
Telematics for Truck Performance Insight▼-29%
Data‑Driven Fleet Efficiency▼-39%
Innovative Vehicle Routing for Shared Mobility▼-64%
Integrated Airline Fleet and Crew Planning▼-72%
Prism

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About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering the United States. Counts are of companies we track, not of every company that exists. Updated August 2026.
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