Radar · Industry landscape · the United States
Supply Chain Software Landscape of the United States
1,546 Supply Chain Software 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.
1,546companies tracked
$32.2Bdisclosed funding
159hiring right now
1,357events · 24 months
3,408,079news articles · 12 months
Who leads Supply Chain Software in the United States
Tracks 1,546 U.S. supply chain software firms, highlighting the 159 currently hiring and the 419 that have disclosed funding, with top hiring firms Anaplan, Project44, and Agility Robotics, and best‑funded firms Taulia, Coupa, Magnit.
open roles
Hiring now
ranked by live open roles
- 01
Anaplan13last posted Aug 2026
- 02
Project4412last posted Jul 2026
- 03
Agility Robotics11last posted Jul 2026
- 04
Blue Yonder11last posted Jun 2026
- 05
Fulfillment IQ11last posted Jul 2026
- 06
Govini11last posted Jun 2026
- 07
APEX Analytix10last posted Jul 2026
- 08
JAGGAER10last posted Aug 2026
159 companies hiring · 8 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
Taulia$6.2BConventional Debt · Mar 2021
- 02
Coupa$2.6BPost IPO · Jun 2020
- 03
Magnit$2.1BConventional Debt · Dec 2021
- 04
Tradeshift$1.2BSeries G · Aug 2023
- 05
E2open$1.1BConventional Debt · Apr 2022
- 06
- 07
Tipalti$903MVenture Debt · Sep 2025
- 08
419 companies with disclosed rounds · $32.2B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
Descartes$572.9Msnapshot Jan 2024
- 02
Manhattan Associates$282.2MFY2026 filing
- 03
- 04
Zycus$65.5Msnapshot Mar 2025
- 05
Beroe$39.5Msnapshot Mar 2024
- 06
DecisionPoint$27MFY2023 filing
- 07
Icertis$7.9MFY2019 filing
- 08
C2FO$6.5MFY2022 filing
15 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
- 03
- 04
Element1,036tracked employees
- 05
o9 Solutions1,006tracked employees
- 06
GEP1,001tracked employees
- 07
- 08
GreyOrange750tracked employees
154 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
GXO24.3%544 tracked events
- 02
- 03
Zebra5.7%128 tracked events
- 04
- 05
FourKites3.0%68 tracked events
- 06
- 07
- 08
Coupa2.5%55 tracked events
2,235 tracked events across 155 companies
web reach
Most-used apps
the sites in this sector the web visits most
- 01
- 02
Afternictop 50kafternic.com
- 03
SAP Aribatop 50kariba.com
- 04
- 05
- 06
Route4metop 500kroute4me.com
- 07
OptimoRoutetop 500koptimoroute.com
- 08
Importyetitop 500kimportyeti.com
442 companies here run a site with a measured audience · 39 of them sit inside the web’s top million
articles
In the news
Prism news coverage, last 12 months
- 01
- 02
Blue Ridge186articles in the window
- 03
- 04
- 05
Ware153articles in the window
- 06
Gideon151articles in the window
- 07
- 08
Quintiq121articles in the window
154 of these companies drew sector coverage in the window
Radar
See all 1,546 Supply Chain Software companies in the United States
Filter by funding, headcount, hiring and location, and export the list.
How the Supply Chain Software ecosystem in the United States grew, 2016–2025
Shows the number of companies founded each year from 2016 to 2025, peaking at 104 new firms in 2017 and falling to 22 in 2025.
Companies founded / year
new Supply Chain Software companies in the United States
20162025
peak 104 in 2017
Companies raising / year
with a disclosed round that year
20162025
peak 84 in 2022
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $10.5B in 2021
Where Supply Chain Software companies in the United States are based
Hub 01
San Francisco
116 Supply Chain Software companies
30% of the Supply Chain Software companies across these hubs
116companies
$10.6Bdisclosed funding
19hiring now
Hub 02
New York City
72 Supply Chain Software companies
19% of the Supply Chain Software companies across these hubs
72companies
$744.5Mdisclosed funding
5hiring now
Hub 03
Atlanta
46 Supply Chain Software companies
12% of the Supply Chain Software companies across these hubs
46companies
$241.3Mdisclosed funding
10hiring now
Hub 04
Austin
38 Supply Chain Software companies
10% of the Supply Chain Software companies across these hubs
38companies
$486.4Mdisclosed funding
5hiring now
generated artwork
Hub 05
Chicago
35 Supply Chain Software companies
9% of the Supply Chain Software companies across these hubs
35companies
$1.3Bdisclosed funding
9hiring now
Hub 06
Boston
29 Supply Chain Software companies
8% of the Supply Chain Software companies across these hubs
29companies
$409.7Mdisclosed funding
4hiring now
Hub 07
San Jose
24 Supply Chain Software companies
6% of the Supply Chain Software companies across these hubs
24companies
$334.3Mdisclosed funding
3hiring now
generated artwork
Hub 08
Seattle
23 Supply Chain Software companies
6% of the Supply Chain Software companies across these hubs
23companies
$184.3Mdisclosed funding
1hiring now
The Supply Chain Software market map of the United States: what these companies actually do
Breaks down product sub‑categories, noting enterprise tech (1,509 firms) and SaaS (1,168) as the largest groups, and shows subscription as the most common revenue model with 1,321 companies.
- Enterprise Tech1,509 companies · $30.4B raised · 153 hiring
- Enterprise Software1,197 companies · $25.5B raised · 123 hiring
- SaaS1,168 companies · $27.1B raised · 123 hiring
- Industry 4.01,110 companies · $13.1B raised · 116 hiring
- Logistics SaaS250 companies · $3.7B raised · 29 hiring
- Fintech182 companies · $16.4B raised · 28 hiring
- Cfo Stack164 companies · $16.1B raised · 28 hiring
- Marketplaces82 companies · $653.6M raised · 7 hiring
- Fleet Management82 companies · $385M raised · 5 hiring
- Supply Chain Sourcing73 companies · $5.3B raised · 12 hiring
- Artificial Intelligence67 companies · $3.4B raised · 25 hiring
- Deep Tech63 companies · $3B raised · 15 hiring
Monetization
How Supply Chain Software 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.
Subscription1,321
Fee-For-Service170
Commission on Transaction111
E-Commerce - Service83
E-Commerce - Product41
Advertising33
Physical Commerce20
Licensing8
Funding, M&A and the deals moving Supply Chain Software in the United States
Counts 1,357 corporate events over the past two years, including 309 key‑people announcements, 238 new‑product releases, and 173 company‑wide announcements.
Leadership 309Product 238Announcement 173Earnings 167M&A 148Funding 138Contracts 108Lawsuit 14Capital 11Board Updates 10
- M&ADescartes Systems Group has acquired Idelic, a developer of fleet safety management software, for $28 million.2026-04-24
- M&ASkild AI has announced the acquisition of the robotics automation business from Zebra Technologies, a deal that includes the strategic Symmetry Fulfillment Orchestration Platform.2026-04-16
- 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
- M&Aproject44, the global leader in supply chain decision intelligence and context-fueled AI, today announced its acquisition of LunaPath.ai in an all-cash transaction.2026-04-09
- 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&ASpendHQ acquires majority stake in Sligo AI2026-04-06
- M&ASupplier.io acquired TealBook to enhance its supplier intelligence platform with advanced master data management and AI-driven data enrichment capabilities.2026-04-06
- M&AThe deal includes IBM's LogicNet Plus, Inventory and Product Flow Analyst, and Transportation Analyst products, along with related technology and support teams.2026-03-27
- FundingThe investment will be used to enhance SkySelect´s AI sourcing and procurement optimisation tools.2026-03-25
- M&AE2open Acquires Retail Analytics Expert Orchestro2026-03-23
Mergers and acquisitions
Deals from the last 24 months where a Supply Chain Software 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.
| Acquirer | Target | Deal value | Status | Date |
|---|---|---|---|---|
| XPS Technologies | $65M | Announced | 2026-06-28 | |
| undisclosed | Announced | 2026-05-01 | ||
| Skild AI | undisclosed | Completed | 2026-04-28 | |
| $28M | Announced | 2026-04-24 | ||
| undisclosed | Announced | 2026-04-16 | ||
| undisclosed | Completed | 2026-04-14 |
Who is listing, hiring leaders, launching and winning work
Provides details on specific events such as leadership changes, product launches, and customer contract wins.
Leadership moves
84 tracked people moves · last 12 months
RoutewareKristy McKnight · Appointment → Chief Product OfficerApr 2026
ExostarAmy Hogan · Promotion → Chief Information OfficerMar 2026
Product launches
tracked launches · last 12 months
AgiloftAgiloft Astra (Contract AI platform)Apr 2026
ZyloConsumption Cost Management solution (SaaS Management Solution)Apr 2026
Contract wins
92 customer wins · last 24 months
Workforce actions
3 companies cutting roles · last 24 months
Regulatory & litigation
10 regulatory events · 10 tracked suits · 24 months
Tadaapproved for operation — UKGCJan 2026
- anaplan v Timothy Brennanbreach of employment agreements and non‑compete violation · FiledAug 2025
- Investors who acquired Manhattan Associates, Inc. securities v manhattan associatessecurities litigation; alleged failure to disclose forecasting ability · FiledMar 2025
Earnings pulse
companies reporting results · last 24 months
18 companies reporting190 company-quarters trackedbeat 51miss 5in line 0
Half of these companies grew revenue faster than +12.5%, half slower.
Who is building Supply Chain Software in the United States
Profiles 982 founders and CEOs across 718 firms, revealing Stanford (21 alumni) and MIT (20) as top alma maters, and Microsoft (8) and Google (6) as frequent prior employers.
Founders and chief executives12 of 982, from the best-funded companies on this page
Tradeshift, ex-Danish Agency For Digitisation, ex-Avanade, IT-Universitetet i København, 2001
Ex-CarrierDirect, GlobalTranz, YRC Freight
Ex-Atrica, ECI telecom · Technion Israel Institute of Technology BSc 1990, INSEAD MBA 1994
Co-Founder Arcspring, Infor, Oracle. UCL BSc 1991
Co-Founder CloudMoyo, ex-Websym Technologies, BMC Software, Bladelogic. Savitribai Phule Pune University BE 1987, Florida Atlantic University MS 1990
Ex-Perfect Commerce, UMB Bank · Northwestern University BA 1987
Greyorange, ex-Grey Orange, ex-Centre For Robotics And Intelligent Systems, Birla Institute of Technology and Science Pilani, 2012
Ex-i2 Technologies · IIT Madras BTech 1994, UCLA MS 1996
Orbcomm, ex-Honeywell, ex-Ge Infrastructure, INSEAD, 2005
Where the founders studied
alma mater on record for 193 of 982 founders
Stanford University21
Massachusetts Institute of Technology20
Cornell University17
University of Pennsylvania14
Harvard University12
University of California (Berkeley)10
Carnegie Mellon University9
Harvard Business School8
Where they worked before
a previous employer on record for 42 of 982 founders
Microsoft8
Google6
Intel5
Apple5
Cisco4
McKinsey4
Amazon3
Morgan Stanley3
Founders flagged as repeat founders
of 906 founders with a profile on this page
5
carry a repeat-founder flag
- flagged as repeat founders5
- no repeat-founder flag901
Women and men among the founders
first names matched for 901 of 982 founders
12%
of matched founders are women
- women112
- men789
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 81 founders go in neither column.
Radar
Look up the people behind Supply Chain Software companies in the United States
Search founders, executives and operators by company, role and location.
Who funds Supply Chain Software in the United States
Records 903 funding rounds since 2016 from 1,094 investors, with a typical round size of about $5 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Y Combinator | 35 | 15 | Mar 2026 |
| Europa | 17 | — | Jan 2021 |
| Techstars | 16 | 8 | Jan 2025 |
| Insight Partners | 15 | 11 | Aug 2025 |
| Tiger Global Management | 12 | 6 | Jun 2024 |
| Bain Capital Ventures | 11 | 6 | Mar 2026 |
| Menlo Ventures | 10 | 6 | Sep 2023 |
| High Alpha | 9 | 4 | Feb 2023 |
| Chicago Ventures | 9 | 3 | Jul 2023 |
| New Enterprise Associates | 8 | 4 | May 2025 |
Stage mix · rounds since 2016
Seed & Angel316
Series A–B359
Series C+ / PE118
Grants, debt & other110
The typical round is $5M — half were bigger, half smaller.
The biggest Supply Chain Software funding rounds in the United States
Highlights the largest disclosed round—Project44’s $420 million Series F—and lists ten other large recent funding rounds.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Fmega-round | $420M | Jan 2022 | Thoma Bravo, Goldman Sachs, Emergence Capital +6 more | |
| Series Cmega-round | $295M | Jan 2022 | General Atlantic, BeyondNetZero, KKR +1 more | |
| Series Fmega-round | $270M | Dec 2021 | G Squared, Durable Capital Partners, Zeev Ventures +3 more | |
| Series Bmega-round | $263M | Jan 2020 | Canaan, Khosla Ventures, New Enterprise Associates +1 more | |
| Series Emega-round | $250M | May 2018 | Goldman Sachs, PSP Investments, GP Bullhound +2 more | |
| Series F | $240M | Jan 2020 | — | |
| Series C | $221.4M | Jul 2024 | Usitfund, March Capital, Generation Investment Management +6 more | |
| Series E | $202M | Jun 2021 | Goldman Sachs Asset Management, Emergence Capital, Girteka +6 more | |
| Series F | $200M | Dec 2021 | Koch Industries, IDC Ventures, LUN Partners Group +2 more | |
| Series F | $200M | Mar 2021 | WestRiver Group |
Venture round sizes · 2023–2025
<$1M37
$1–10M75
$10–50M47
$50–250M19
>$250M0
178 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Seed$4.2MMay 2026
Series DundisclosedMay 2026
Seed$2.1MApr 2026
Series C$100MMar 2026
Series A$9MMar 2026
- Seed$8.4MMar 2026
Seed$7MMar 2026
Seed$4.1MMar 2026
What the news says about Supply Chain Software in the United States
Indexes 3,408,079 news articles from the last year, most often covering administrative regions, geopolitical disputes, and cryptocurrency effects on forex markets.
News volume
Supply Chain Software coverage across United States · articles per quarter
2021Q22026Q2
peak 1,712,488 in 2025Q3 · 3,408,079 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 35% → 37%, negative 25% → 31% across 2021–2025.
What the coverage is about
The subjects that dominate Supply Chain Software news in United States. The arrow shows whether each one is being written about more or less than a year ago.
- Administrative and political subdivisions4,338,368▲+17%
- Geopolitical disputes and contested areas320,481▲+30%
- International and transnational geographic entities320,314▲+30%
- Cryptocurrency impact on forex markets235,475→-1%
- International political relations229,890→+3%
- Security and defense policies164,159▲+18%
- Professional league updates158,351→-8%
- Athlete transfer rumors115,372→-10%
- Patent law & innovation protection113,944▼-99%
- International relations and diplomacy103,404→-8%
Most-covered companies · last 12 months
- 303
- 186
- 181
- 171
- 153
- 151
- 126
- 121
- 120
- 74
154 Supply Chain Software companies here were named in the news over this period.
Prism
Watch Supply Chain Software 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.
investment deal+209%oil price volatility+99%private equity+297%share price+92%etf trading+67%commodity trading+111%etfs+64%stock surge+91%sector etfs+62%export sanctions+184%
patent claims-100%patent prosecution-100%patent examination-100%litigation defenses-100%tariff negotiations-41%
The pressures the press keeps returning to
Three recurring angles in United States Supply Chain Software coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
3,208,530 articles touch this dimension · 43.7% critical tone
20212025
signals: territories, disputed islands, stock performance
Funding Momentum ▲ rising
632,211 articles touch this dimension · 39.6% critical tone
20212025
signals: investment deal, inflation reports fx, currency intervention policies
Growth ▲ rising
844,035 articles touch this dimension · 37.9% critical tone
20212025
signals: nba expansion teams, nba team legends, gdp growth forex
Supply Chain Software jobs in the United States: who is hiring and what they ask for
Aggregates 2,952 job postings from 209 employers in the past year, with top skills including Excel, SQL, Salesforce, React, and circuit breakers, and a median salary of $110 k.
2,952postings · last 12 months
3,831postings tracked overall
209employers advertising
$110kmedian advertised salary/yr (n=380)
Demand
The Skills Employers Ask For
What Supply Chain Software 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.
- excel56▲
- sql41▲
- salesforce40▲
- react38▲
- circuit breakers37→
- python34▲
- typescript31▲
- ct ration30▼
- ductor30▼
- power factor30▼
What level are these roles?
Entry25
Intern34
Senior514
Lead176
Manager904
What they pay, by level
- Manager$120k/yr (n=82)
- Senior$151k/yr (n=48)
Most advertised titles
- 51
- 45
- 33
- 28
- 24
- 23
68 Supply Chain Software-relevant internships in India were advertised over the same 12 months.
What Supply Chain Software research in the United States is working on
Summarizes 637 U.S. academic papers, of which 75 identify common problems, 26 issue cautions, and 447 discuss opportunities.
How this field talks about itself
United States-affiliated Supply Chain Software papers (gold) against all published research (grey)
Promising52.4% · 37.3%1.4×
Breakthrough17.7% · 26.2%0.7×
Problem-identifying11.5% · 9.8%1.2×
Descriptive9.9% · 17.3%0.6×
Cautionary4.1% · 4.6%≈ par
Comparative4.1% · 3.8%≈ par
United States-affiliated Supply Chain Software literature runs 1.4× more “promising” than science at large (52.4% vs 37.3% 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
- 872
- 691
- 587
- 436
- 382
- 369
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
Problems · theme 01
Electrified Fleet Planning Challenges
26 papers · 37.7% of this block
▼ -64% share2022→2025 share of research on this subject
Researchers highlight difficulties in optimizing shared autonomous electric vehicle fleets and estimating vehicle composition and fuel use.
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
Problems · theme 02
Standardization and Emissions in Fleet Management
25 papers · 36.2% of this block
▼ -12% share2022→2025 share of research on this subject
Papers point to gaps in fleet standardization and the environmental impact of vehicle selection.
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
Problems · theme 03
Supply Chain Optimization Gaps
10 papers · 14.5% of this block
▲ +24% share2022→2025 share of research on this subject
Studies note unresolved modeling and optimization issues for RFID and particle‑swarm approaches in supply chains.
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
Problems · theme 04
Scaling Biofuel Supply Chains
8 papers · 11.6% of this block
▼ -15% share2022→2025 share of research on this subject
Authors discuss logistical and infrastructural obstacles to expanding biofuel and biomass supply networks.
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
Cautions · theme 01
Fleet Management and Service Constraints
12 papers · 50.0% of this block
▼ -81% share2022→2025 share of research on this subject
Cautions focus on how fleet standardization and infrastructure limits affect scheduling and operations.
Fleet management · Service · Scheduling · Operations research
“Fleet Standardisation and Airline Performance”
12 of these papers raise it as a problem
Cautions · theme 02
Biofuel Emissions and Location Decisions
5 papers · 20.8% of this block
▼ -24% share2022→2025 share of research on this subject
Research warns about greenhouse‑gas impacts and placement complexities for biorefineries and bioethanol supply chains.
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
Cautions · theme 03
Revenue Risks in Electrification
4 papers · 16.7% of this block
▼ -22% share2022→2025 share of research on this subject
Papers caution that pricing models and charging strategies can undermine financial viability of electric fleets.
Electrification · Revenue
“Management of a Shared Autonomous Electric Vehicle Fleet: Implications of Pricing Schemes”
4 of these papers raise it as a problem
Cautions · theme 04
Machine Learning Limits in Optimization
3 papers · 12.5% of this block
▲ +154% share2022→2025 share of research on this subject
Authors advise careful use of AI techniques for inventory and biomass supply chain optimization.
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
Opportunities · theme 01
Integrated Supply Chain Optimization
93 papers · 22.6% of this block
▲ +27% share2022→2025 share of research on this subject
Opportunities emphasize combining simulation and optimization to improve risk management and overall supply chain performance.
Supply chain · Supply chain management · Supply chain optimization · Supply chain risk management
“Supply chain management using an optimization driven simulation approach”
Opportunities · theme 02
Advanced Airline Fleet Scheduling
70 papers · 17.0% of this block
▼ -72% share2022→2025 share of research on this subject
Research explores integrated models for flight selection, fleet assignment, routing, and crew pairing in aviation.
Fleet management · Operations research · Scheduling · Aviation
“An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing”
Opportunities · theme 03
Data‑Driven Fleet Efficiency
63 papers · 15.3% of this block
▼ -39% share2022→2025 share of research on this subject
Studies propose analytics and simulation methods to boost fuel efficiency and reliability of vehicle fleets.
Fleet management · Fuel efficiency · Automotive engineering · Analytics
“Safe and Sustainable Fleet Management with Data Analytics and Training”
Opportunities · theme 04
Electric Fleet Operations and Charging
52 papers · 12.7% of this block
▲ +2% share2022→2025 share of research on this subject
Papers investigate operational strategies and dynamic charging policies for autonomous electric vehicle fleets.
Electric vehicle · Electrification · Battery · Fleet management
“Operations of a Shared, Autonomous Electric Vehicle Fleet: Implications of Vehicle & Charging Infrastructure Decisions”
Opportunities · theme 05
Biofuel Supply Chain Design
51 papers · 12.4% of this block
▼ -20% share2022→2025 share of research on this subject
Research presents GIS‑enabled and stochastic models for optimizing biomass‑to‑ethanol networks.
Biofuel · Biomass · Supply chain · Cellulosic ethanol
“<scp>GIS</scp>‐enabled biomass‐ethanol supply chain optimization: model development and Miscanthus application”
Opportunities · theme 06
Service‑Focused Vehicle Routing
43 papers · 10.5% of this block
▼ -64% share2022→2025 share of research on this subject
Works highlight innovative routing and rebalancing techniques for carsharing and mobility‑on‑demand services.
Operations research · Service · Vehicle routing problem · Fleet management
“Carsharing”
Opportunities · theme 07
Telematics for Truck Performance
39 papers · 9.5% of this block
▼ -29% share2022→2025 share of research on this subject
Studies develop GPS‑based tools to assess and improve commercial truck performance and transport engineering.
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 the changing share of research themes worldwide 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 Optimization Gaps▲+24%
Standardization and Emissions 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 Optimization▲+154%
Revenue Risks in Electrification▼-22%
Biofuel Emissions and Location Decisions▼-24%
Fleet Management and Service Constraints▼-81%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Integrated Supply Chain Optimization▲+27%
Electric Fleet Operations and Charging▲+2%
Biofuel Supply Chain Design▼-20%
Telematics for Truck Performance▼-29%
Data‑Driven Fleet Efficiency▼-39%
Service‑Focused Vehicle Routing▼-64%
Advanced Airline Fleet Scheduling▼-72%
Prism
Go deeper on Supply Chain Software research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
Keep going
Track Supply Chain Software in the United States beyond this page
Radar finds and filters the companies. Prism watches what is being said about them.
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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