Industry landscapes
Industry report

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

Exchange-rate basis

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

THE BRAZIL EDITION 2026

Brazil’s
transportation and logistics tech industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Transportation and Logistics Tech Industry Landscape of Brazil
BR
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Transportation and Logistics Tech illustration
MEET THE COMPANIES

Explore Brazil’s transportation and logistics tech leaders

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

Expand panel +
Transportation and Logistics Tech company highlights in Brazil, snapshot 31 August 2026
Company
9999app.com$515.5M10
Loggiloggi.com$485.62M3,632
Cargo Xcargox.com.br$376.82M287
Kovikovi.com.br$164.65M844
Tembicitembici.com.br$158.04M742
Buserbuser.com.br$143.19M366
Turbiturbi.com.br$137.59M134
VOLLgovoll.com$133.32M30
Mottumottu.com.br4 roles398
Geocontrolgeocontrol.com.br3 roles56
Show Tecnologiashowtecnologia.com3 roles43
Softrucksoftruck.com3 roles31
UMobileumobile.com.br3 roles
fadel transportesfadeltransportes.com.br3 roles5,000
CloudSatcloudsat.com.br2 roles
localizalocaliza.com2 roles18,581
ClickBusclickbus.com.br265
Coblicobli.co364
Deonibusdeonibus.com
Estaparestapar.com.br5,054
Fretebrasfretebras.com.br689
GW Sistemasgwsistemas.com.br
LogSharelogshare.com.br17
Melhor Enviomelhorenvio.com.br135
24 featured companies

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

Company discovery

Recorded evidence only
THE KEY SIGNALS

Transportation and Logistics Tech industry KPIs in Brazil

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

31 August 2026
Hiring participation4.0%

47 of 1,179 tracked companies have open roles.

Funding participation7.5%

88 of 1,179 tracked companies have a recorded round.

Top 3 funding share49.0%

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

Median disclosed round$2.82M

Midpoint of 127 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 49.0% of disclosed capital, while 92.5% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Brazil transportation and logistics tech has grown

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

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Brazil transportation and logistics tech
$0$237.37M$474.73M$712.1M$949.46M2016: $142.84M20162017: $358.18M20172018: $182.01M20182019: $201.72M20192020: $238.24M20202021: $832.86M20212022: $78.69M20222023: $197.26M20232024: $99.54M20242025: $273.01M2025
View the numbers
Annual transportation and logistics tech funding and company formation in Brazil
YearFunding (USD)FoundedRaising
2016$142.84M889
2017$358.18M915
2018$182.01M916
2019$201.72M1046
2020$238.24M7912
2021$832.86M7920
2022$78.69M3711
2023$197.26M2818
2024$99.54M510
2025$273.01M110
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • 9918.3%
  • Loggi17.3%
  • Cargo X13.4%
  • Other companies51.0%

Funding by stage

148 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel76 51.4%
Series A–B36 24.3%
Series C+ / PE21 14.2%
Grants, debt & other15 10.1%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Conventional Debt02/2026
99 $135M

Backed by .

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series D02/2021
Loggiloggi.com$205M

Backed by Capsur Capital and Verde Asset Management and others.

Series C06/2019
Loggiloggi.com$150M

Backed by Microsoft and VELT Partners and others.

Series C07/2017
9999app.com$137.5M

Participating investors were not recorded in this snapshot.

Series B10/2018
Loggiloggi.com$111M

Backed by SoftBank Vision Fund and Iporanga Ventures and others.

Series B08/2021
Kovikovi.com.br$104M

Backed by Valor Capital Group and Prosus and others.

Series C01/2017
9999app.com$100M

Backed by DiDi and Riverwood Capital.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector maps Brazil company identities to the configured global filings table.; No reviewed exact national-ID connector maps Brazil company identities to the configured global filings table.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

22 of the 1,179 companies on this page carry a measured traffic record (1.9%); these are the largest of those, by monthly visits. The median among them is 297,061 visits.

CompanyMonthly visitsAuthorityMobile
ClickBusclickbus.com.br3,412,8097167.3%
QueroPassagemqueropassagem.com.br2,676,6886578.2%
Loggiloggi.com2,233,7145869.6%
total expresstotalexpress.com.br1,753,6245267.7%
Melhor Enviomelhorenvio.com.br1,703,3584727.4%
Buserbuser.com.br1,231,1566464.9%
Frenetfrenet.com.br928,9134356.4%
Rastreaerastreae.com.br715,0313377.5%
OmniChatomni.chat381,7523656.2%
CittaMobicittamobi.com.br379,2434292.3%

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

Most-installed apps

534 of these companies (45.3%) publish at least one Android app — 1,753 apps in all, carrying 386.2M installs between them.

AppInstallsRatingStore category
99: Rides, Food, Pay99169.7M4.3Maps & Navigation
99 Motorista e Entregador9938.9M3.6Business
Cittamobi: Ônibus e TrilhosCittaMobi17.9M4.5Maps & Navigation
ClickBus - Bus TicketsClickBus15.5M4.8Travel & Local
Buser - O app do ônibusBuser8.2M4.1Travel & Local
Mottu MotosMottu7.4MAuto & Vehicles
Fretebras: fretes pra caminhãoFretebras6.7M4.4Maps & Navigation
Ponto Certo Bilhete UnicoPonto Certo5.4M1.8Maps & Navigation
Bike Itaú: Bicycle-SharingBike Itau5.1M3Maps & Navigation
Urbano NorteUrbano Norte4.7M4.6Maps & Navigation

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

App reach by segment

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

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech757347.9M99: Rides, Food, Pay 169.7M
Logistics Tech1,16642.8MFretebras: fretes pra caminhão 6.7M
Online Travel2933.9MClickBus - Bus Tickets 15.5M
Smart Public Transport13224.9MPonto Certo Bilhete Unico 5.4M
Auto E-Commerce & Content87.9MMottu Motos 7.4M
Electric Vehicles86.5MBike Itaú: Bicycle-Sharing 5.1M
Food Tech22.1MMais Delivery 2M
Payments71.9MKIM 1M

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

Release cadence by quarter

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

2023Q2: 132023Q2: 212023Q22023Q3: 112023Q3: 722023Q32023Q4: 132023Q4: 212023Q42024Q1: 122024Q1: 232024Q12024Q2: 122024Q2: 162024Q22024Q3: 182024Q3: 2362024Q32024Q4: 72024Q4: 992024Q42025Q1: 122025Q1: 422025Q12025Q2: 82025Q2: 822025Q22025Q3: 32025Q3: 1312025Q32025Q4: 82025Q4: 1822025Q42026Q1: 132026Q1: 1792026Q1

Darker bars are new releases, lighter bars apps updated. 555 of 1,753 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Brazil transportation and logistics tech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech829
Enterprise software460
Consumer digital451
Saas331
Fleet management318
Logistics saas287
Gig employers189
Marketplaces188
Shared mobility148
B2c e-commerce112
Cab ride-hailing109
Travel and hospitality saas94

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

829companies
4.1%have hiring activity

34 companies hiring · $1.45B disclosed funding

Explore in Radar

How companies make money

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

Subscription935
Commission on transaction405
E-commerce - service275
Fee-for-service192
Advertising58
E-commerce - product33
Renting / leasing20
Physical commerce19
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Funding roundsspeedbird.aero ↗

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.

Mergers & acquisitionsgovoll.com ↗

Warburg Pincus has acquired a controlling stake in Brazil’s corporate travel and expense platform Voll through a $123 million investment.

Mergers & acquisitionsruntec.com.br ↗

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.

Mergers & acquisitionssascar.com.br ↗

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.

Mergers & acquisitionslincros.com ↗

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.

Funding rounds99app.com ↗

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.

Mergers & acquisitionsgasola.net ↗

After a six-month hiatus, nstech buys Gasola, a fuel management and automation startup.

Mergers & acquisitionstexlog.com.br ↗

In January he acquired TexLog, the leader of deliveries in Rio de Janeiro.

Mergers & acquisitionspagbem.com.br ↗

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.

Funding roundsi4sea.com ↗

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.

Full recorded event mix

Top 10 categories among 62 recorded events in the 24-month window.

Mergers & acquisitions
18
Leadership moves
11
Funding rounds
10
Company announcements
7
Asset acquisitions
5
Capital infusions
4
Lawsuit
3
Buyback
1
Regulatory
1
Earnings
1
3 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

2 tracked people moves

Andrea de Rizzio

Appointment Chief Financial Officer

Freto ↗
Rodrigo Monteiro Vicente

Appointment Chief Financial Officer

Regulatory events

1 recorded events

Skymark ↗

approved for quotationFMDQ Securities Exchange

Litigation

3 tracked suits

Company
keeta v 99

restricting restaurants from working with more than two delivery platformsCivil · Filed

Company
99 v keeta

use of colours, graphics and font similar to 99’s platformCivil · Filed

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
warburg pincusVOLL ↗Completed2025-12-04$123.0M
nstechRunTec ↗2025-11-03Not stated in snapshot
michelinSascar ↗Completed2025-10-27Not stated in snapshot
ClickBusRJ ParticipationsAnnounced2025-09-19Not stated in snapshot
sankhyaLincros ↗Announced2025-09-02Not stated in snapshot
nstechGasola ↗Announced2025-07-24Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

1 postings in the preceding 12 months. The full 2-posting snapshot covers 2 employers.

Expand panel +

Most advertised job titles

No repeated job title is supported by this snapshot.

1 internship postings

0 tracked postings mention remote work.

Skills employers mention

Top skills across 2 tracked postings in the available jobs snapshot.

Logistics
2
Kpi
1
Sales
1
Purchasing
1
Supply Chain
1
Revenue Collection
1
Process Improvement
1
THE PEOPLE BUILDING THE FIELD

Founders and leaders

311 founders and chief executives across 239 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

14 profiles with education records.

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

Prior employers

4 profiles with prior-work records.

Goldman Sachs
1
McKinsey
1
Amazon
1
Boston Consulting Group
1
Intel
1

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

NEWS INTELLIGENCE

How this industry appears in the news

284,295 articles in the measured 12-month window.

Expand panel +
284,295articles in the measured year
30,945articles in 2026Q1
27.7%positive tone in the latest complete year

News volume trends

Transportation and Logistics Tech coverage across Brazil · articles per complete quarter

051,704103,407155,111206,8152021Q2: 28,2452021Q22021Q3: 31,1162021Q4: 24,1262022Q1: 25,2752022Q2: 25,8622022Q22022Q3: 27,2382022Q4: 42,5302023Q1: 37,9902023Q2: 56,8832023Q22023Q3: 44,0102023Q4: 32,5502024Q1: 36,9322024Q2: 43,5212024Q22024Q3: 47,8432024Q4: 50,0652025Q1: 61,1562025Q2: 48,1592025Q22025Q3: 179,8392025Q4: 29,6712026Q1: 30,9452026Q1
View quarterly article counts
QuarterArticles
2021Q228,245
2021Q331,116
2021Q424,126
2022Q125,275
2022Q225,862
2022Q327,238
2022Q442,530
2023Q137,990
2023Q256,883
2023Q344,010
2023Q432,550
2024Q136,932
2024Q243,521
2024Q347,843
2024Q450,065
2025Q161,156
2025Q248,159
2025Q3179,839
2025Q429,671
2026Q130,945

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
41,055 positive · 19,591 neutral · 29,182 negative
2022
59,185 positive · 30,236 neutral · 31,300 negative
2023
87,564 positive · 40,614 neutral · 42,966 negative
2024
79,649 positive · 58,386 neutral · 40,032 negative
2025
88,058 positive · 89,781 neutral · 140,579 negative

Leading coverage topics

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

International And Transnational Geographic Entities300,119 articles in the full recorded period
61,751 recent · 46,327 prior
Geopolitical Disputes And Contested Areas300,117 articles in the full recorded period
61,751 recent · 46,325 prior
Administrative And Political Subdivisions300,083 articles in the full recorded period
61,741 recent · 46,319 prior
International Sports Competitions28,399 articles in the full recorded period
2,526 recent · 3,989 prior
Professional League Updates15,657 articles in the full recorded period
2,133 recent · 1,914 prior
Cryptocurrency Impact On Forex Markets15,164 articles in the full recorded period
2,379 recent · 2,133 prior
International Political Relations13,427 articles in the full recorded period
1,635 recent · 2,062 prior
Olympic Games Coverage11,909 articles in the full recorded period
769 recent · 2,306 prior
Trade Policies And Agreements11,872 articles in the full recorded period
3,250 recent · 2,064 prior
Athlete Transfer Rumors11,233 articles in the full recorded period
1,553 recent · 1,403 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Transportation and Logistics Tech coverage across Brazil

KeywordRecentPriorChange
countries2,4151,013138%
tariff negotiations1,9161,19261%
trade dispute mechanisms80744980%
free trade deals79655942%
climate protests64345741%
angel investors631190232%
climate mobilization62544142%
bilateral trade62441550%
preferential tariff59632683%
tariff rate quota49625694%
olympic team selections130825-84%
olympic trials105632-83%
geopolitical alliances392624-37%
ronaldo329557-41%
summer olympics athletics40541-93%

Event and signal lenses

Transportation and Logistics Tech coverage across Brazil

All complete annual cohorts shown
Rising

Regulatory Risk

628,666 classified articles

territories, disputed islands, countries

16.3% critical · 11.9% positive
Rising

Funding Momentum

47,178 classified articles

angel investors, early-stage investment, asset acquisition

33.4% critical · 41.0% positive
Rising

Growth

126,233 classified articles

gdp growth rate, economic growth statistics, economic output growth

26.8% critical · 45.0% positive

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

RESEARCH SIGNALS

What Transportation and Logistics Tech research is working on

6,419 papers in the recorded worldwide scope.

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

Research orientation

Promising
3,099
Descriptive
1,171
Breakthrough
939
Problem-identifying
813
Comparative
204
Cautionary
181
Critical
12

Contribution mix

Methods-led
3,774
Empirical
1,937
Reviews
351
Position pieces
274
Theoretical
83

Tone counts: 5,520 positive · 624 neutral · 275 negative.

Common problems researchers identify
825 papers · 12.9% of this field
  • Fleet management333 papers
  • Supply chain217 papers
  • Transport engineering108 papers
  • Truck80 papers
  • Service78 papers
  • Supply chain optimization74 papers
  • Supply chain management54 papers
  • Sustainability38 papers

Landmark: Challenges in Scaling Up Biofuels Infrastructure

Cautions
181 papers · 2.8% of this field
  • Fleet management66 papers
  • Supply chain37 papers
  • Transport engineering25 papers
  • Truck22 papers
  • Service21 papers
  • Production14 papers
  • Supply chain optimization13 papers
  • Biofuel12 papers

Landmark: Assessing the impacts of deploying a shared self-driving urban mobility system: An agent-based model applied to the city of Lisbon, Portugal

Opportunities
4,038 papers · 62.9% of this field
  • Fleet management1,231 papers
  • Supply chain1,187 papers
  • Service401 papers
  • Supply chain optimization382 papers
  • Scheduling328 papers
  • Truck313 papers
  • Operations research304 papers
  • Transport engineering292 papers

Landmark: The Two-Echelon Capacitated Vehicle Routing Problem: Models and Math-Based Heuristics

Leading institutions

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

Leading researchers

Fengqi You
799
Kara M. Kockelman
627
Daniele Vigo
588
Nilay Shah
548
M. Maciejewski
444
Joschka Bischoff
414
Guido Perboli
410
Roberto Tadei
410

Highly cited breakthrough-labelled papers

  • DeepPool: Distributed Model-Free Algorithm for Ride-Sharing Using Deep Reinforcement Learning167 citations
  • Next-Generation Automated Vehicle Location Systems: Positioning at the Lane Level135 citations
  • Multiobjective Robust Possibilistic Programming Approach to Sustainable Bioethanol Supply Chain Design under Multiple Uncertainties134 citations
  • Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization129 citations
  • A Column Generation Algorithm for a Rich Vehicle-Routing Problem125 citations

Common problems researchers identify

764 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Supply Chain Management ChallengesCommon problems researchers identify · 01

Supply Chain Management Challenges

155 papers

20.3% of this theme group

Researchers highlight difficulties in optimizing and securing supply chain operations.

Supply chain (148) · Supply chain optimization (71) · Supply chain management (61) · Supply chain risk management (25)

Supply chain optimization

Supply Chain Optimization, Management and Integration: Emerging Applications

View research history
YearShare index
20221837.5
20231999.1
20242114.1
20252086.6
Fleet Management ComplexityCommon problems researchers identify · 02

Fleet Management Complexity

143 papers

18.7% of this theme group

Papers discuss obstacles in overseeing large vehicle fleets across industries.

Fleet management (118) · Aeronautics (19) · Operations management (23) · Operations research (20)

Making Fleet Management Easier.

Guide for Fleet Management

View research history
YearShare index
2022534.6
2023515.8
2024420.0
2025171.3
Transport Engineering BottlenecksCommon problems researchers identify · 03

Transport Engineering Bottlenecks

136 papers

17.8% of this theme group

Studies point to inefficiencies in truck operations and fleet coordination.

Fleet management (119) · Transport engineering (68) · Truck (29) · Operations management (23)

EVALUATION OF THE POSSIBILITY OF IMPROVING THE OPERATION OF A TRANSPORT COMPANY IN THE CONTEXT OF THE VEHICLE FLEET MANAGEMENT

Road Transport Management System : fleet management

View research history
YearShare index
2022608.7
2023607.0
2024479.3
2025301.4
Routing and Positioning IssuesCommon problems researchers identify · 04

Routing and Positioning Issues

122 papers

16.0% of this theme group

Works examine problems with vehicle routing, GPS reliability, and public transit tracking.

Global Positioning System (22) · Public transport (18) · Vehicle routing problem (14) · Routing (13)

A Vehicle Tracking Device with Built-in Safety Features for Public Transportation Systems

Positioning needs for public transport

View research history
YearShare index
20221194.7
20231183.5
20241028.2
20251098.3
Fuel Efficiency and EmissionsCommon problems researchers identify · 05

Fuel Efficiency and Emissions

102 papers

13.4% of this theme group

Research flags high fuel consumption and environmental impact of heavy‑duty trucks.

Truck (22) · Fuel efficiency (13) · Liquefied natural gas (6) · Diesel fuel (5)

Improvement of environmental compliance of urban transport system through enlarging fleet of gas-engine municipal machinery

Toward Sustainable Trucking: Reducing Emissions and Fuel Consumption

View research history
YearShare index
2022454.0
2023418.7
2024347.9
2025300.6
Electric Vehicle Fleet IntegrationCommon problems researchers identify · 06

Electric Vehicle Fleet Integration

56 papers

7.3% of this theme group

Authors note hurdles in adopting electric trucks and managing charging demands.

Electric vehicle (22) · Electrification (15) · Electricity (7) · Fleet management (35)

Potential Users of Electric Mobility in Commercial Transport – Identification and Recommendations

Classification of Electric Vehicle Fleets Considering the Complexity of Fleet Charging Schedules

View research history
YearShare index
2022574.6
2023617.7
2024587.5
2025537.8
Biomass Supply Chain ConstraintsCommon problems researchers identify · 07

Biomass Supply Chain Constraints

50 papers

6.5% of this theme group

Papers identify logistical and material challenges in biofuel feedstock sourcing.

Biomass (26) · Biofuel (24) · Raw material (17) · Supply chain (38)

Integrated biomass supply and logistics: a modeling environment for designing feedstock supply systems for biofuel production.

Modeling of biomass-to-energy supply chain operations: Applications, challenges and research directions

View research history
YearShare index
2022755.3
2023757.4
2024692.7
2025696.2

Cautions

164 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Energy‑Saving Fleet StrategiesCautions · 01

Energy‑Saving Fleet Strategies

70 papers

42.7% of this theme group

Cautionary studies warn about limited gains and operational trade‑offs in fuel‑efficiency initiatives.

Fleet management (47) · Fuel efficiency (8) · Transport engineering (15) · Operations management (5)

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

How to Use Advanced Fleet Management System to Promote Energy Saving in Transportation: A Survey of Drivers’ Awareness of Fuel-Saving Factor

View research history
YearShare index
2022666.1
2023635.2
2024478.3
2025301.4
Electrification of Public and Freight TransportCautions · 02

Electrification of Public and Freight Transport

51 papers

31.1% of this theme group

Research urges careful assessment of charging infrastructure and performance impacts.

Public transport (11) · Truck (15) · Electrification (7) · Transport engineering (14)

Performance analysis and fleet requirements of automated demand-responsive transport systems as an urban public transport service

Different Charging Strategies for Electric Vehicle Fleets in Urban Freight Transport

View research history
YearShare index
2022617.4
2023614.8
2024558.7
2025561.3
Supply Chain Optimization RisksCautions · 03

Supply Chain Optimization Risks

24 papers

14.6% of this theme group

Analyses caution against over‑reliance on data‑driven models without robust risk handling.

Supply chain (23) · Supply chain optimization (9) · Supply chain management (6) · Supply chain risk management (3)

Sustainable Supply Chain Management and Optimization

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

View research history
YearShare index
20221837.5
20231999.1
20242114.1
20252086.6
Biofuel Production Trade‑offsCautions · 04

Biofuel Production Trade‑offs

19 papers

11.6% of this theme group

Studies highlight cost and scale uncertainties in biomass‑to‑fuel pathways.

Biofuel (11) · Biomass (7) · Production (9) · Raw material (5)

Cost optimization of biofuel production – The impact of scale, integration, transport and supply chain configurations

Resource efficiency or economy of scale: Biorefinery supply chain configurations for co-gasification of black liquor and pyrolysis liquids

View research history
YearShare index
2022635.8
2023598.8
2024589.1
2025534.2

Opportunities

3,641 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Advanced Supply Chain OptimizationOpportunities · 01

Advanced Supply Chain Optimization

892 papers

24.5% of this theme group

Opportunities focus on improving logistics efficiency and resilience through sophisticated models.

Supply chain (838) · Supply chain management (220) · Supply chain optimization (309) · Supply chain risk management (68)

Optimization of the supply chain to improve the on-time performance

Supply Chain Optimization and Logistics

View research history
YearShare index
20221837.5
20231999.1
20242114.1
20252086.6
Vehicle Routing and Service DesignOpportunities · 02

Vehicle Routing and Service Design

641 papers

17.6% of this theme group

Research explores innovative routing methods for dynamic, shared mobility services.

Vehicle routing problem (156) · Routing (84) · Truck (129) · Service (145)

Distributionally Robust Optimization Approaches for a Stochastic Mobile Facility Fleet Sizing, Routing, and Scheduling Problem

Optimizing Vehicle Distributions and Fleet Sizes for Shared Mobility-on-Demand

View research history
YearShare index
2022314.9
2023310.1
2024281.9
2025255.4
Predictive Maintenance for FleetsOpportunities · 03

Predictive Maintenance for Fleets

625 papers

17.2% of this theme group

Papers propose data‑driven approaches to extend vehicle life and reduce downtime.

Fleet management (466) · Predictive maintenance (46) · Transport engineering (116) · Preventive maintenance (35)

A Simulation and Optimization Methodology for Reliability of Vehicle Fleets

DEVELOPMENT OF OPTIMIZED MAINTENANCE SYSTEM FOR VEHICLE FLEET

View research history
YearShare index
2022468.6
2023457.1
2024342.2
2025172.9
Aviation Fleet Scheduling AdvancesOpportunities · 04

Aviation Fleet Scheduling Advances

502 papers

13.8% of this theme group

Works present integrated solutions for airline fleet assignment and routing.

Operations research (192) · Fleet management (309) · Scheduling (86) · Aviation (36)

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

A new approach to fleet assignment and aircraft routing problems

View research history
YearShare index
2022352.2
2023339.2
2024203.6
202586.9
Smart Tracking and Location SystemsOpportunities · 05

Smart Tracking and Location Systems

367 papers

10.1% of this theme group

Opportunities highlight IoT‑enabled GPS tracking for real‑time fleet management.

Global Positioning System (230) · Vehicle tracking system (70) · Tracking system (46) · Automatic vehicle location (49)

Transportation Management System

Smart Transportation Tracking and Management System using IOT

View research history
YearShare index
2022747.8
2023737.1
2024606.1
2025653.0
Electric Fleet Charging OptimizationOpportunities · 06

Electric Fleet Charging Optimization

342 papers

9.4% of this theme group

Research targets efficient charging schedules and battery health for urban electric fleets.

Electric vehicle (110) · Electrification (63) · Battery (40) · Fleet management (161)

Electric bus fleet charging management: A robust optimisation framework addressing battery ageing, time-of-use tariffs, and energy consumpti

Designing Charging Infrastructure for a Fleet of Electric Vehicles Operating in Large Urban Areas

View research history
YearShare index
2022445.8
2023495.9
2024490.1
2025453.0
Sustainable Biofuel Supply ChainsOpportunities · 07

Sustainable Biofuel Supply Chains

272 papers

7.5% of this theme group

Studies aim to balance economic, environmental, and social goals in biomass‑based fuel production.

Biomass (94) · Biofuel (92) · Supply chain (229) · Supply chain optimization (108)

Multi-Objective Optimization to Support the Design of a Sustainable Supply Chain for the Generation of Biofuels from Forest Waste

Economic, environmental and social optimization of forest-based biomass supply chains for bioenergy and biofuels

View research history
YearShare index
20222359.6
20232482.4
20242542.9
20252496.0

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Promising48.3%37.1%
Descriptive18.2%17.2%
Breakthrough14.6%26.6%
Problem-identifying12.7%9.7%
Comparative3.2%3.8%
Cautionary2.8%4.6%
Critical0.2%1.0%

Concerns receiving less research attention

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

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceSecurity, privacy and safety evaluation of dynamic and static fleets of drones70.12%1 (14.3%)0.12%
Hardware, e-waste & supply chainIBM Blends Heuristics and Optimization to Plan Its Semiconductor Supply Chain60.11%0 (0.0%)0.11%
Concentration of compute powerOn the Optimization & Equilibrium of Demand in Supply Chain Based on the Value-adding Mechanism of Information Sharing40.07%1 (25.0%)0.07%
Bias & fairnessDynamic Shared Autonomous Vehicle Fleet Operations with Consideration of Fairness20.04%1 (50.0%)0.04%
Carbon & emissions of computeUsing Artificial Intelligence to Reduce Carbon Emissions from the Saudi Commercial Fleet10.02%0 (0.0%)0.02%
Labour & data workGender continues to play a role in fleet salaries10.02%0 (0.0%)0.02%
Energy & datacenter footprint00.0%0 (%)0.0%
Water use00.0%0 (%)0.0%
Safety & misuse00.0%0 (%)0.0%

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

GEOGRAPHIC FOOTPRINT

Where companies are based

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

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Transportation and Logistics Tech in Brazil: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

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

Can segment counts be added together?

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

What does a missing figure mean?

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

Company ecosystem snapshot: 31 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon