Radar · Industry landscape · Brazil
Transportation and Logistics Tech Landscape of Brazil 1,179 Transportation and Logistics Tech companies in Brazil, 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.
1,179 companies tracked
$2.8B disclosed funding
47 hiring right now
62 events · 24 months
≥284,295 news articles · 12 months
Who leads Transportation and Logistics Tech in Brazil Tracks 1,179 companies, highlighting which are hiring, which have raised funding, and which are most covered, with 47 currently hiring and 71 having disclosed a funding round.
Radar
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How the Transportation and Logistics Tech ecosystem in Brazil grew, 2016–2025 Shows yearly company founding counts, peaking at 104 in 2019 and dropping to 1 in 2025.
Companies founded / year
new Transportation and Logistics Tech companies in Brazil
2016: 88 2017: 91 2018: 91 2019: 104 2020: 79 2021: 79 2022: 37 2023: 28 2024: 5 2025: 1 2016 2025
peak 104 in 2019
Companies raising / year
with a disclosed round that year
2016 2025
peak 20 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
2016: 142,836,874 2017: 358,178,682 2018: 182,013,124 2019: 201,719,902 2020: 238,237,302 2021: 832,860,540 2022: 78,691,998 2023: 197,260,870 2024: 99,535,672 2025: 273,013,648 2016 2025
peak $832.9M in 2021
Where Transportation and Logistics Tech companies in Brazil are based Lists the cities with the most companies, led by São Paulo with 254 firms, followed by Rio de Janeiro, Belo Horizonte, Curitiba, and Porto Alegre.
→ Hub 01
Sao Paulo
254 Transportation and Logistics Tech companies
51% of the Transportation and Logistics Tech companies across these hubs
254 companies
$2.5B disclosed funding
13 hiring now
Hub 02
Rio De Janeiro
56 Transportation and Logistics Tech companies
11% of the Transportation and Logistics Tech companies across these hubs
56 companies
$963k disclosed funding
2 hiring now
Hub 03
Belo Horizonte
54 Transportation and Logistics Tech companies
11% of the Transportation and Logistics Tech companies across these hubs
54 companies
$144.3M disclosed funding
5 hiring now
Hub 04
Curitiba
39 Transportation and Logistics Tech companies
8% of the Transportation and Logistics Tech companies across these hubs
39 companies
$55.1M disclosed funding
Hub 05
Porto Alegre
26 Transportation and Logistics Tech companies
5% of the Transportation and Logistics Tech companies across these hubs
26 companies
$2.4M disclosed funding
1 hiring now
Hub 06
Betim
25 Transportation and Logistics Tech companies
5% of the Transportation and Logistics Tech companies across these hubs
Hub 07
Fortaleza
21 Transportation and Logistics Tech companies
4% of the Transportation and Logistics Tech companies across these hubs
Hub 08
Chapeco
20 Transportation and Logistics Tech companies
4% of the Transportation and Logistics Tech companies across these hubs
20 companies
$493k disclosed funding
1 hiring now
The Transportation and Logistics Tech market map of Brazil: what these companies actually do Breaks down product sub‑categories and revenue models, noting enterprise tech (829 firms) and subscription (935 firms) as the largest groups.
Enterprise Tech 829 companies · $1.5B raised · 34 hiring Enterprise Software 460 companies · $190.2M raised · 25 hiring Consumer Digital 451 companies · $1.9B raised · 10 hiring SaaS 331 companies · $166.7M raised · 14 hiring Fleet Management 318 companies · $93.5M raised · 12 hiring Logistics SaaS 287 companies · $166.6M raised · 12 hiring Gig Employers 189 companies · $1.1B raised · 2 hiring Marketplaces 188 companies · $1.3B raised · 5 hiring Shared Mobility 148 companies · $1.2B raised · 5 hiring B2C E-Commerce 112 companies · $666.6M raised · 1 hiring Cab Ride-Hailing 109 companies · $522.6M raised · 1 hiring Travel and Hospitality SaaS 94 companies · $650k raised · 2 hiring Monetization
How Transportation and Logistics 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.
Subscription 935
Commission on Transaction 405
E-Commerce - Service 275
Fee-For-Service 192
Advertising 58
E-Commerce - Product 33
Renting / Leasing 20
Physical Commerce 19
Funding, M&A and the deals moving Transportation and Logistics Tech in Brazil Records 62 corporate events over the past two years, including mergers and acquisitions (18), key‑person moves (11), and funding rounds (10).
M&A 18 Leadership 11 Funding 10 Announcement 7 Assets 5 Capital 4 Lawsuit 3 Buyback 1 Regulatory 1 Earnings 1
Funding Speedbird Aero, a Brazilian unmanned air logistics startup, has just raised $5.8 million (R$ 30.2 million). The resources came from iFood and six other investment funds and are a bridge investment that will capitalize the company until the realization of a Series B round, scheduled to happen by the end of this year. 2026-02-20 M&A Warburg Pincus has acquired a controlling stake in Brazil’s corporate travel and expense platform Voll through a $123 million investment. 2025-12-04 M&A The software giant for supply chain NSTech is making its 37th acquisition with Runtec, specializing in logistics monitoring, control tower and scheduling for the food retail. 2025-11-03 M&A Michelin has brought together under the Michelin Connected Fleet brand three data science companies acquired over the past ten years: Sascar in Brazil, Nextraq in the United States and Masternaut in Europe. 2025-10-27 M&A On Tuesday (2), the Brazilian specialist in business management software Sankhya announced the acquisition of Lincros, a Catalan company for logistics management solutions with AI. 2025-09-02 Funding The 99, from the Chinese group DiDi Global, informed this Tuesday (12) that half of its investment of R $ 1 billion in the segment of food delivery in Brazil will be directed to the capital of São Paulo and cities of the metropolitan region, such as Guarulhos, Osasco, Santo André and São Bernardo do Campo. 2025-08-12 M&A After a six-month hiatus, nstech buys Gasola, a fuel management and automation startup. 2025-07-03 M&A In January he acquired TexLog, the leader of deliveries in Rio de Janeiro. 2025-05-15 M&A Edenred, a digital platform for services and means of payment and holder of Ticket, Edenred Ticket Log, Edenred Repom, Taggy, Edenred Pay and Punto brands in Brazil, made public in 2023 the combination of assets between its operations at Edenred Repom, the brand of its Mobility business line, and Pagbem. 2025-05-08 Funding The Baiana startup specialized in climate intelligence i4sea has just announced the capture of a Seed round worth R$ 7.5 million, led by the Govtech Fund, managed by KPTL and Cedro Capital, with participation from Polaris Investments. 2025-04-24 Mergers and acquisitions Deals from the last 24 months where a Transportation and Logistics Tech company in Brazil 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 warburg pincusVOLL $123M Completed 2025-12-04 nstechRunTec undisclosed — 2025-11-03 michelinSascar undisclosed Completed 2025-10-27 ClickBus RJ Participations undisclosed Announced 2025-09-19 sankhyaLincros undisclosed Announced 2025-09-02 nstechGasola undisclosed Announced 2025-07-24
Who is listing, hiring leaders, launching and winning work Regulatory & litigation
1 regulatory events · 3 tracked suits · 24 months
Skymark approved for quotation — FMDQ Securities Exchange Oct 2025 keeta v 99 restricting restaurants from working with more than two delivery platforms · Filed Aug 2025 99 v keeta use of colours, graphics and font similar to 99’s platform · Filed Aug 2025 Who is building Transportation and Logistics Tech in Brazil Profiles 311 founders and CEOs across 239 firms, noting common alma maters such as MIT (4) and prior employers like Goldman Sachs (1).
Founders and chief executives 12 of 311, from the best-funded companies on this page
→ Founder & Chief Product Officer
Arthur Debert
Loggi, ex-Participatory Culture Foundation, ex-Gringo Nu, Fundação Armando Alvares Penteado, 2001
Co-Founder
Dmytro Kormakov
Co-Founder frete.com, ex-Co-Founder SONTRA, Interacel, Sonico. University of Palermo 2007
Co-Founder & COO
Mauricio Villar
Co-Founder tembic, Endeavor, ex-CompartiBike. USP - University of Sao Paulo 2009
Co-Founder & CEO
Diego Lira
Ex-Wayra Consultoria, TAG Investimentos, Claritas Investimentos. University of Sa o Paulo 2010
Founder & C.F.O.
Eduardo Vasconcellos
Voll, ex-Btm Corporate, ex-Localiza Hertz, Fundação Getulio Vargas FGV, 2005
Founder & CEO
Rubens Zanelatto
Ex-Founder Dr. Vendedor, WPG Investments, GP Investments, AMERICA LATINA LOGISTICA. Pontificia Universidade Catolica do Parana BBA 2010…
Co-Founder & Co-CEO
Parker Treacy
Founder First Help Financial. Duke University BS 2006, Harvard Business School MBA 2012
Co-Founder & Co-CEO
Guilherme Rosenthal
Ex-Sertrading, Co-Founder Solatina, Accenture. University of Sao Paulo BM 2003, IESE Business School MBA 2018
Founder & CEO
Helmuth Hofstatter
ex-TCP, BRF. Educational Group Uninter 2006, UEPR - Parana State University 2008
Co-Founder & CTO
Luiz Felício
Founder Portal Catalao Internet Services.
Co-Founder & CEO
Rodrigo Goncalves
Founder RG Logistics & SupplyChain, Aeropark Uberlândia, ex-Algar Agro. Estacio BBA 2001, Salvador University MBA 2003
Founder & Cpo
Lucas Bastos
Infleet, ex-Inovapoli Escola Politecnica Da Ufba, ex-Ford Motor, Universidade Federal da Bahia, 2018
Where the founders studied
alma mater on record for 14 of 311 founders
Massachusetts Institute of Technology 4
Harvard Business School 3
INSEAD 2
Harvard University 2
IESE Business School 2
Pontifical Catholic University of Rio de Janeiro 2
Wharton School 1
Duke University 1
Where they worked before
a previous employer on record for 4 of 311 founders
Goldman Sachs 1
McKinsey 1
Amazon 1
Boston Consulting Group 1
Intel 1
Radar
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Who funds Transportation and Logistics Tech in Brazil Summarizes 148 funding rounds since 2016 from 187 investors, with an average round size of $2.8 million.
Stage mix · rounds since 2016
Seed & Angel 76
Series A–B 36
Series C+ / PE 21
Grants, debt & other 15
The typical round is $2.8M — half were bigger, half smaller.
The biggest Transportation and Logistics Tech funding rounds in Brazil Highlights the biggest disclosed round—Loggi’s $205 million Series D—and lists ten large recent rounds.
Company Round Size When Backers Loggi Series D $205M Feb 2021 Capsur Capital , Verde Asset Management , Monashees +4 more Cargo X Series F $200M Oct 2021 SoftBank Group , Tencent , Valor Capital Group +2 more Loggi Series C $150M Jun 2019 Microsoft , VELT Partners , GGV Capital +2 more Buser Series C $138M Jun 2021 Valor Capital Group , Lightrock , SoftBank +1 more 99 Series C $137.5M Jul 2017 — VOLL Series D $132.5M Nov 2025 Warburg Pincus Loggi Series B $111M Oct 2018 SoftBank Vision Fund , Iporanga Ventures , Kaszek Kovi Series B $104M Aug 2021 Valor Capital Group , Prosus , Quona +5 more 99 Series C $100M May 2017 SoftBank 99 Series C $100M Jan 2017 DiDi , Riverwood Capital
Venture round sizes · 2023–2025
<$1M 8
$1–10M 23
$10–50M 7
$50–250M 2
>$250M 0
40 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
What the news says about Transportation and Logistics Tech in Brazil Counts 284,295 news articles in the last year, most often covering international geographic entities, geopolitical disputes, and administrative divisions.
News volume
Transportation and Logistics Tech coverage across Brazil · articles per quarter
2021Q2: 28,245 2021Q3: 31,116 2021Q4: 24,126 2022Q1: 25,275 2022Q2: 25,862 2022Q3: 27,238 2022Q4: 42,530 2023Q1: 37,990 2023Q2: 56,883 2023Q3: 44,010 2023Q4: 32,550 2024Q1: 36,932 2024Q2: 43,521 2024Q3: 47,843 2024Q4: 50,065 2025Q1: 61,156 2025Q2: 48,159 2025Q3: 179,839 2025Q4: 29,671 2026Q1: 30,945 2021Q2 2026Q1
peak ≥179,839 in 2025Q3 · ≥284,295 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative )
2021 2023 2025
Positive-tone share moved 46% → 28%, negative 32% → 44% across 2021–2025.
What the coverage is about The subjects that dominate Transportation and Logistics Tech news in Brazil. The arrow shows whether each one is being written about more or less than a year ago.
International and transnational geographic entities ≥300,119 ▲+33% Geopolitical disputes and contested areas ≥300,117 ▲+33% Administrative and political subdivisions ≥300,083 ▲+33% International sports competitions ≥28,399 ▼-37% Professional league updates ≥15,657 ▲+11% Cryptocurrency impact on forex markets ≥15,164 ▲+12% International political relations ≥13,427 ▼-21% Olympic games coverage ≥11,909 ▼-67% Trade policies and agreements ≥11,872 ▲+58% Athlete transfer rumors ≥11,233 ▲+11% Most-covered companies · last 12 months
11 Transportation and Logistics Tech companies here were named in the news over this period.
Prism
Watch Transportation and Logistics Tech coverage in Brazil 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.
countries+138% tariff negotiations+61% trade dispute mechanisms+80% free trade deals+42% climate protests+41% angel investors+232% climate mobilization+42% bilateral trade+50% preferential tariff+83% tariff rate quota+94%
olympic team selections-84% olympic trials-83% geopolitical alliances-37% ronaldo-41% summer olympics athletics-93%
The pressures the press keeps returning to Three recurring angles in Brazil Transportation and Logistics Tech coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
≥628,666 articles touch this dimension · 16.3% critical tone
2021 2025
signals: territories, disputed islands, countries
Funding Momentum ▲ rising
≥47,178 articles touch this dimension · 33.4% critical tone
2021 2025
signals: angel investors, early-stage investment, asset acquisition
Growth ▲ rising
≥126,233 articles touch this dimension · 26.8% critical tone
2021 2025
signals: gdp growth rate, economic growth statistics, economic output growth
Transportation and Logistics Tech jobs in Brazil: who is hiring and what they ask for Shows a single job posting in the past year from two employers, emphasizing skills such as logistics, KPI, sales, purchasing, and supply chain.
1 postings · last 12 months
2 postings tracked overall
2 employers advertising
Demand
The Skills Employers Ask For What Transportation and Logistics Tech employers in Brazil 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.
logistics 2 → kpi 1 ▼ sales 1 → purchasing 1 ▲ supply chain 1 ▲ revenue collection 1 ▲ process improvement 1 → What Transportation and Logistics Tech research is working on Indexes 6,419 academic papers, with 4,038 identifying opportunities and 825 describing common problems.
How this field talks about itself
Transportation and Logistics Tech papers (gold) against all published research (grey)
Promising 48.3% · 37.1% 1.3×
Descriptive 18.2% · 17.2% ≈ par
Breakthrough 14.6% · 26.6% 0.5×
Problem-identifying 12.7% · 9.7% 1.3×
Comparative 3.2% · 3.8% 0.8×
Cautionary 2.8% · 4.6% 0.6×
Transportation and Logistics Tech literature runs 1.3× more “promising” than science at large (48.3% vs 37.1% baseline).
How the work is done
Methods-led 58.8%
Empirical 30.2%
Reviews 5.5%
Position pieces 4.3%
Theoretical 1.3%
How the research reads
86% positive · 10% neutral · 4% negative , across 6,419 papers.
The institutions behind the field
Northwestern University 872 University of Bologna 792 University of California, Berkeley 691 The University of Texas at Austin 587 Poznań University of Technology 548 Delft University of Technology 521 ranked by how often their work is cited
Researchers who shaped it
Fengqi You · Kara M. Kockelman · Daniele Vigo · Nilay Shah · M. Maciejewski · Joschka Bischoff · Guido Perboli · Roberto Tadei
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 Multiobjective Robust Possibilistic Programming Approach to Sustainable Bioethanol Supply Chain Design under Multiple Uncertainties · 134 cites Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization · 129 cites A Column Generation Algorithm for a Rich Vehicle-Routing Problem · 125 cites Common problems researchers identify 764 papers · 7 recurring themes
→ Problems · theme 01
Supply Chain Management Challenges
155 papers · 20.3% of this block
2022: 1,838 of every 10,000 papers on this subject 2023: 1,999 of every 10,000 papers on this subject 2024: 2,114 of every 10,000 papers on this subject 2025: 2,087 of every 10,000 papers on this subject 2022: 1,838 of every 10,000 papers on this subject 2023: 1,999 of every 10,000 papers on this subject 2024: 2,114 of every 10,000 papers on this subject 2025: 2,087 of every 10,000 papers on this subject ▲ +14% share 2022→2025 share of research on this subject Researchers highlight difficulties in optimizing and securing supply chain operations.
Supply chain · Supply chain optimization · Supply chain management · Supply chain risk management
“Supply chain optimization”
Problems · theme 02
Fleet Management Complexity
143 papers · 18.7% of this block
2022: 535 of every 10,000 papers on this subject 2023: 516 of every 10,000 papers on this subject 2024: 420 of every 10,000 papers on this subject 2025: 171 of every 10,000 papers on this subject 2022: 535 of every 10,000 papers on this subject 2023: 516 of every 10,000 papers on this subject 2024: 420 of every 10,000 papers on this subject 2025: 171 of every 10,000 papers on this subject ▼ -68% share 2022→2025 share of research on this subject Papers discuss obstacles in overseeing large vehicle fleets across industries.
Fleet management · Aeronautics · Operations management · Operations research
“Making Fleet Management Easier.”
Problems · theme 03
Transport Engineering Bottlenecks
136 papers · 17.8% of this block
2022: 609 of every 10,000 papers on this subject 2023: 607 of every 10,000 papers on this subject 2024: 479 of every 10,000 papers on this subject 2025: 301 of every 10,000 papers on this subject 2022: 609 of every 10,000 papers on this subject 2023: 607 of every 10,000 papers on this subject 2024: 479 of every 10,000 papers on this subject 2025: 301 of every 10,000 papers on this subject ▼ -50% share 2022→2025 share of research on this subject Studies point to inefficiencies in truck operations and fleet coordination.
Fleet management · Transport engineering · Truck · Operations management
“EVALUATION OF THE POSSIBILITY OF IMPROVING THE OPERATION OF A TRANSPORT COMPANY IN THE CONTEXT OF THE VEHICLE FLEET MANAGEMENT”
Problems · theme 04
Routing and Positioning Issues
122 papers · 16.0% of this block
2022: 1,195 of every 10,000 papers on this subject 2023: 1,184 of every 10,000 papers on this subject 2024: 1,028 of every 10,000 papers on this subject 2025: 1,098 of every 10,000 papers on this subject 2022: 1,195 of every 10,000 papers on this subject 2023: 1,184 of every 10,000 papers on this subject 2024: 1,028 of every 10,000 papers on this subject 2025: 1,098 of every 10,000 papers on this subject ▼ -8% share 2022→2025 share of research on this subject Works examine problems with vehicle routing, GPS reliability, and public transit tracking.
Global Positioning System · Public transport · Vehicle routing problem · Routing
“A Vehicle Tracking Device with Built-in Safety Features for Public Transportation Systems”
Problems · theme 05
Fuel Efficiency and Emissions
102 papers · 13.4% of this block
2022: 454 of every 10,000 papers on this subject 2023: 419 of every 10,000 papers on this subject 2024: 348 of every 10,000 papers on this subject 2025: 301 of every 10,000 papers on this subject 2022: 454 of every 10,000 papers on this subject 2023: 419 of every 10,000 papers on this subject 2024: 348 of every 10,000 papers on this subject 2025: 301 of every 10,000 papers on this subject ▼ -34% share 2022→2025 share of research on this subject Research flags high fuel consumption and environmental impact of heavy‑duty trucks.
Truck · Fuel efficiency · Liquefied natural gas · Diesel fuel
“Improvement of environmental compliance of urban transport system through enlarging fleet of gas-engine municipal machinery”
Problems · theme 06
Electric Vehicle Fleet Integration
56 papers · 7.3% of this block
2022: 575 of every 10,000 papers on this subject 2023: 618 of every 10,000 papers on this subject 2024: 588 of every 10,000 papers on this subject 2025: 538 of every 10,000 papers on this subject 2022: 575 of every 10,000 papers on this subject 2023: 618 of every 10,000 papers on this subject 2024: 588 of every 10,000 papers on this subject 2025: 538 of every 10,000 papers on this subject ▼ -6% share 2022→2025 share of research on this subject Authors note hurdles in adopting electric trucks and managing charging demands.
Electric vehicle · Electrification · Electricity · Fleet management
“Potential Users of Electric Mobility in Commercial Transport – Identification and Recommendations”
Problems · theme 07
Biomass Supply Chain Constraints
50 papers · 6.5% of this block
2022: 755 of every 10,000 papers on this subject 2023: 757 of every 10,000 papers on this subject 2024: 693 of every 10,000 papers on this subject 2025: 696 of every 10,000 papers on this subject 2022: 755 of every 10,000 papers on this subject 2023: 757 of every 10,000 papers on this subject 2024: 693 of every 10,000 papers on this subject 2025: 696 of every 10,000 papers on this subject ▼ -8% share 2022→2025 share of research on this subject Papers identify logistical and material challenges in biofuel feedstock sourcing.
Biomass · Biofuel · Raw material · Supply chain
“Integrated biomass supply and logistics: a modeling environment for designing feedstock supply systems for biofuel production.”
Cautions 164 papers · 4 recurring themes
→ Cautions · theme 01
Energy‑Saving Fleet Strategies
70 papers · 42.7% of this block
2022: 666 of every 10,000 papers on this subject 2023: 635 of every 10,000 papers on this subject 2024: 478 of every 10,000 papers on this subject 2025: 301 of every 10,000 papers on this subject 2022: 666 of every 10,000 papers on this subject 2023: 635 of every 10,000 papers on this subject 2024: 478 of every 10,000 papers on this subject 2025: 301 of every 10,000 papers on this subject ▼ -55% share 2022→2025 share of research on this subject Cautionary studies warn about limited gains and operational trade‑offs in fuel‑efficiency initiatives.
Fleet management · Fuel efficiency · Transport engineering · Operations management
“Analysis of Fleet Management and Infrastructure Constraints in On-Demand Urban Air Mobility Operations”
Cautions · theme 02
Electrification of Public and Freight Transport
51 papers · 31.1% of this block
2022: 617 of every 10,000 papers on this subject 2023: 615 of every 10,000 papers on this subject 2024: 559 of every 10,000 papers on this subject 2025: 561 of every 10,000 papers on this subject 2022: 617 of every 10,000 papers on this subject 2023: 615 of every 10,000 papers on this subject 2024: 559 of every 10,000 papers on this subject 2025: 561 of every 10,000 papers on this subject ▼ -9% share 2022→2025 share of research on this subject Research urges careful assessment of charging infrastructure and performance impacts.
Public transport · Truck · Electrification · Transport engineering
“Performance analysis and fleet requirements of automated demand-responsive transport systems as an urban public transport service”
Cautions · theme 03
Supply Chain Optimization Risks
24 papers · 14.6% of this block
2022: 1,838 of every 10,000 papers on this subject 2023: 1,999 of every 10,000 papers on this subject 2024: 2,114 of every 10,000 papers on this subject 2025: 2,087 of every 10,000 papers on this subject 2022: 1,838 of every 10,000 papers on this subject 2023: 1,999 of every 10,000 papers on this subject 2024: 2,114 of every 10,000 papers on this subject 2025: 2,087 of every 10,000 papers on this subject ▲ +14% share 2022→2025 share of research on this subject Analyses caution against over‑reliance on data‑driven models without robust risk handling.
Supply chain · Supply chain optimization · Supply chain management · Supply chain risk management
“Sustainable Supply Chain Management and Optimization”
Cautions · theme 04
Biofuel Production Trade‑offs
19 papers · 11.6% of this block
2022: 636 of every 10,000 papers on this subject 2023: 599 of every 10,000 papers on this subject 2024: 589 of every 10,000 papers on this subject 2025: 534 of every 10,000 papers on this subject 2022: 636 of every 10,000 papers on this subject 2023: 599 of every 10,000 papers on this subject 2024: 589 of every 10,000 papers on this subject 2025: 534 of every 10,000 papers on this subject ▼ -16% share 2022→2025 share of research on this subject Studies highlight cost and scale uncertainties in biomass‑to‑fuel pathways.
Biofuel · Biomass · Production · Raw material
“Cost optimization of biofuel production – The impact of scale, integration, transport and supply chain configurations”
Opportunities 3,641 papers · 7 recurring themes
→ Opportunities · theme 01
Advanced Supply Chain Optimization
892 papers · 24.5% of this block
2022: 1,838 of every 10,000 papers on this subject 2023: 1,999 of every 10,000 papers on this subject 2024: 2,114 of every 10,000 papers on this subject 2025: 2,087 of every 10,000 papers on this subject 2022: 1,838 of every 10,000 papers on this subject 2023: 1,999 of every 10,000 papers on this subject 2024: 2,114 of every 10,000 papers on this subject 2025: 2,087 of every 10,000 papers on this subject ▲ +14% share 2022→2025 share of research on this subject Opportunities focus on improving logistics efficiency and resilience through sophisticated models.
Supply chain · Supply chain management · Supply chain optimization · Supply chain risk management
“Optimization of the supply chain to improve the on-time performance”
Opportunities · theme 02
Vehicle Routing and Service Design
641 papers · 17.6% of this block
2022: 315 of every 10,000 papers on this subject 2023: 310 of every 10,000 papers on this subject 2024: 282 of every 10,000 papers on this subject 2025: 255 of every 10,000 papers on this subject 2022: 315 of every 10,000 papers on this subject 2023: 310 of every 10,000 papers on this subject 2024: 282 of every 10,000 papers on this subject 2025: 255 of every 10,000 papers on this subject ▼ -19% share 2022→2025 share of research on this subject Research explores innovative routing methods for dynamic, shared mobility services.
Vehicle routing problem · Routing · Truck · Service
“Distributionally Robust Optimization Approaches for a Stochastic Mobile Facility Fleet Sizing, Routing, and Scheduling Problem”
Opportunities · theme 03
Predictive Maintenance for Fleets
625 papers · 17.2% of this block
2022: 469 of every 10,000 papers on this subject 2023: 457 of every 10,000 papers on this subject 2024: 342 of every 10,000 papers on this subject 2025: 173 of every 10,000 papers on this subject 2022: 469 of every 10,000 papers on this subject 2023: 457 of every 10,000 papers on this subject 2024: 342 of every 10,000 papers on this subject 2025: 173 of every 10,000 papers on this subject ▼ -63% share 2022→2025 share of research on this subject Papers propose data‑driven approaches to extend vehicle life and reduce downtime.
Fleet management · Predictive maintenance · Transport engineering · Preventive maintenance
“A Simulation and Optimization Methodology for Reliability of Vehicle Fleets”
Opportunities · theme 04
Aviation Fleet Scheduling Advances
502 papers · 13.8% of this block
2022: 352 of every 10,000 papers on this subject 2023: 339 of every 10,000 papers on this subject 2024: 204 of every 10,000 papers on this subject 2025: 87 of every 10,000 papers on this subject 2022: 352 of every 10,000 papers on this subject 2023: 339 of every 10,000 papers on this subject 2024: 204 of every 10,000 papers on this subject 2025: 87 of every 10,000 papers on this subject ▼ -75% share 2022→2025 share of research on this subject Works present integrated solutions for airline fleet assignment and routing.
Operations research · Fleet management · Scheduling · Aviation
“An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing”
Opportunities · theme 05
Smart Tracking and Location Systems
367 papers · 10.1% of this block
2022: 748 of every 10,000 papers on this subject 2023: 737 of every 10,000 papers on this subject 2024: 606 of every 10,000 papers on this subject 2025: 653 of every 10,000 papers on this subject 2022: 748 of every 10,000 papers on this subject 2023: 737 of every 10,000 papers on this subject 2024: 606 of every 10,000 papers on this subject 2025: 653 of every 10,000 papers on this subject ▼ -13% share 2022→2025 share of research on this subject Opportunities highlight IoT‑enabled GPS tracking for real‑time fleet management.
Global Positioning System · Vehicle tracking system · Tracking system · Automatic vehicle location
“Transportation Management System”
Opportunities · theme 06
Electric Fleet Charging Optimization
342 papers · 9.4% of this block
2022: 446 of every 10,000 papers on this subject 2023: 496 of every 10,000 papers on this subject 2024: 490 of every 10,000 papers on this subject 2025: 453 of every 10,000 papers on this subject 2022: 446 of every 10,000 papers on this subject 2023: 496 of every 10,000 papers on this subject 2024: 490 of every 10,000 papers on this subject 2025: 453 of every 10,000 papers on this subject → +2% share 2022→2025 share of research on this subject Research targets efficient charging schedules and battery health for urban electric fleets.
Electric vehicle · Electrification · Battery · Fleet management
“Electric bus fleet charging management: A robust optimisation framework addressing battery ageing, time-of-use tariffs, and energy consumpti”
Opportunities · theme 07
Sustainable Biofuel Supply Chains
272 papers · 7.5% of this block
2022: 2,360 of every 10,000 papers on this subject 2023: 2,482 of every 10,000 papers on this subject 2024: 2,543 of every 10,000 papers on this subject 2025: 2,496 of every 10,000 papers on this subject 2022: 2,360 of every 10,000 papers on this subject 2023: 2,482 of every 10,000 papers on this subject 2024: 2,543 of every 10,000 papers on this subject 2025: 2,496 of every 10,000 papers on this subject ▲ +6% share 2022→2025 share of research on this subject Studies aim to balance economic, environmental, and social goals in biomass‑based fuel production.
Biomass · Biofuel · Supply chain · Supply chain optimization
“Multi-Objective Optimization to Support the Design of a Sustainable Supply Chain for the Generation of Biofuels from Forest Waste”
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 share losing share
Supply Chain Management Challenges ▲+14%
Electric Vehicle Fleet Integration ▼-6%
Biomass Supply Chain Constraints ▼-8%
Routing and Positioning Issues ▼-8%
Fuel Efficiency and Emissions ▼-34%
Transport Engineering Bottlenecks ▼-50%
Fleet Management Complexity ▼-68%
Cautions
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Supply Chain Optimization Risks ▲+14%
Electrification of Public and Freight Transport ▼-9%
Biofuel Production Trade‑offs ▼-16%
Energy‑Saving Fleet Strategies ▼-55%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Advanced Supply Chain Optimization ▲+14%
Sustainable Biofuel Supply Chains ▲+6%
Electric Fleet Charging Optimization ▲+2%
Smart Tracking and Location Systems ▼-13%
Vehicle Routing and Service Design ▼-19%
Predictive Maintenance for Fleets ▼-63%
Aviation Fleet Scheduling Advances ▼-75%
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About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering Brazil. Counts are of companies we track, not of every company that exists. Updated August 2026.
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