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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
fleet and freight tech industry,
in focus.

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

Explore in Radar Read the key signals
Snapshot: Funding in USD
Illustrated cover for Fleet and Freight Tech Industry Landscape of Brazil
BR
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Fleet and Freight Tech illustration
Companies tracked 484Fleet and Freight Tech ecosystem in Brazil Disclosed funding $540.44M28 companies · all recorded rounds Companies hiring 16With open roles at the snapshot Tracked open roles 210 employers posted in the preceding 30 days
MEET THE COMPANIES

Explore Brazil’s fleet and freight tech leaders

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

Expand panel +
Explore the full landscape
Fleet and Freight Tech company highlights in Brazil, snapshot 2 September 2026
Company
Cargo Xcargox.com.br$376.82M—287—
Coblicobli.co$63.83M—364—
Fretebrasfretebras.com.br$17M—689—
Mandaemandae.com.br$13.8M—198—
goFluxgoflux.com.br$12.11M—89—
Infleetinfleet.com.br$10.96M—50—
Looviloovi.com.br$9.25M———
OmniChatomni.chat$8.73M—107—
Show Tecnologiashowtecnologia.com—3 roles43—
Softrucksoftruck.com—3 roles31—
Ailogailog.com.br—2 roles——
Grupo Comigosemprecomigo.com.br—1 roles——
Rastreasulrastreasul.com.br—1 roles——
Segsatsegsat.com—1 roles——
Tracker CarSattrackercarsat.com.br—1 roles——
ZANE Eco BRzane.eco.br—1 roles——
CentraldoFretecentraldofrete.com————
Delta Globaldeltaglobal.com.br——187—
Flash Courierflashcourier.com.br————
Frenetfrenet.com.br——99—
GOLLOGgollog.com.br————
Hubiihubii.com.br——18—
Melhor Enviomelhorenvio.com.br——135—
Moya Aeromoyaaero.com————
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

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Fleet and Freight Tech industry KPIs in Brazil

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

2 September 2026
Hiring participation3.3%

16 of 484 tracked companies have open roles.

Funding participation7.2%

35 of 484 tracked companies have a recorded round.

Top 3 funding share84.7%

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

Median disclosed round$2.42M

Midpoint of 43 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 84.7% of disclosed capital, while 92.8% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Brazil fleet and freight tech has grown

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

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Brazil fleet and freight tech
$0$69.14M$138.27M$207.41M$276.54M2016: $12.53M20162017: $20.11M20172018: $69.9M20182019: $10M20192020: $102.49M20202021: $242.58M20212022: $11.42M20222023: $37.74M20232024: $9.21M20242025: $18.23M2025
View the numbers
Annual fleet and freight tech funding and company formation in Brazil
YearFunding (USD)FoundedRaising
2016$12.53M363
2017$20.11M372
2018$69.9M383
2019$10M471
2020$102.49M315
2021$242.58M298
2022$11.42M154
2023$37.74M127
2024$9.21M35
2025$18.23M03
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Cargo X69.7%
  • Cobli11.8%
  • Fretebras3.1%
  • Other companies15.3%

Funding by stage

51 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel26 51.0%
Series A–B19 37.3%
Series C+ / PE5 9.8%
Grants, debt & other1 2.0%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series B07/2021
Coblicobli.co$33.37M

Backed by Qualcomm Ventures and SoftBank Latin America Fund and others.

Series A10/2019
Coblicobli.co$10M

Backed by Fifth Wall and Valor Capital Group and others.

Series A12/2023
Looviloovi.com.br$9.25M

Participating investors were not recorded in this snapshot.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector has yet been qualified for Brazil; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Brazil; this is a checked implementation boundary, not evidence that filings are absent.

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

8 of the 484 companies on this page carry a measured traffic record (1.7%); these are the largest of those, by monthly visits. The median among them is 248,314 visits.

CompanyMonthly visitsAuthorityMobile
Melhor Enviomelhorenvio.com.br1,703,3584727.4%
Frenetfrenet.com.br928,9134356.4%
Rastreaerastreae.com.br715,0313377.5%
OmniChatomni.chat381,7523656.2%
Mandaemandae.com.br114,8763863.2%
Coblicobli.co106,6424131.6%
Estocaestoca.com.br74,6263162.6%
Segsatsegsat.com17,7782188.1%

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

Most-installed apps

216 of these companies (44.6%) publish at least one Android app — 833 apps in all, carrying 24.1M installs between them.

AppInstallsRatingStore category
Fretebras: fretes pra caminhãoFretebras6.7M4.4Maps & Navigation
Muambator: Rastreio CorreiosMuambator2.9M3.5Shopping
Rastreador de EncomendasRastreador de Encomendas2.4M4.1Productivity
TruckPad: Cargas e FretesTruckPad2.3M5Maps & Navigation
Minha MobilidadeTicket Log2.2M4.6Tools
Trizy - O App do motoristaTrizy691.4K—Maps & Navigation
ASAP Log para entregadoresASAP Log506.3K—Maps & Navigation
MovitSolucoes Tecnologicas495.3K—Tools
LooviLoovi454.8K—Auto & Vehicles
Rastreamento VeicularMulti Portal337.4K—Maps & 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
Logistics Tech83124.1MFretebras: fretes pra caminhão 6.7M
Road Transport Tech1764.7MMinha Mobilidade 2.2M
Security & Surveillance Technology4421.4MLoovi 454.8K
Connected Vehicles416616.9KAlvo Monitoramento 162K
Geographic Information Systems2497.5KMovit 495.3K
Auto E-Commerce & Content4481.8KLoovi Executivos 14.6K
Auto Retail & Aftersales3470.9KSeguros e Cotações 1.4K
E-Commerce Enablers13201.1KFrenet - Calcule Fretes 104.7K

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: 52023Q2: 132023Q22023Q3: 72023Q3: 472023Q32023Q4: 42023Q4: 142023Q42024Q1: 42024Q1: 122024Q12024Q2: 32024Q2: 42024Q22024Q3: 52024Q3: 1952024Q32024Q4: 32024Q4: 332024Q42025Q1: 62025Q1: 222025Q12025Q2: 42025Q2: 592025Q22025Q3: 12025Q3: 642025Q32025Q4: 42025Q4: 742025Q42026Q1: 82026Q1: 682026Q1

Darker bars are new releases, lighter bars apps updated. 205 of 833 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 fleet and freight tech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech461
Enterprise software194
Consumer digital173
Saas165
Logistics saas163
Commerce enablers68
Marketplaces67
Gig employers66
Travel and hospitality saas64
Internet of vehicles47
Predictive maintenance for automotive36
Retail saas11

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

461companies
3.3%have hiring activity

15 companies hiring · $531.16M disclosed funding

Explore in Radar

How companies make money

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

Subscription416
Commission on transaction96
E-commerce - service76
Fee-for-service59
E-commerce - product11
Physical commerce5
Advertising5
Renting / leasing1
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 8 dated reports
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 & 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 & acquisitionsfretefy.com.br ↗

The strategic union positions Mobiis among Brazil’s leading logistics technology companies in a country heavily dependent on road transportation.

Mergers & acquisitionskangu.com.br ↗

The largest e-commerce company in Latin America, MercadoLibre, acquired the Brazilian logistics company Kangu, as it seeks to consolidate its dominant position in the region.

Mergers & acquisitionsfrenet.com.br ↗

Skydropx concluded the purchase of Frenet, an operation belonging to Sequoia, which marks the entry of the Mexican company into the Brazilian market.

Funding roundsdeltaglobal.com.br ↗

Randoncorp, through Rands – vertical Financial and Digital Services – informs the market agreement for increased investment in the Delta Global, specialized in technology and services for the insurance and transport market.

Company announcementsgollog.com.br ↗

With the arrival of the new fleet, GOL’s logistics unit, GOLLOG, is looking to consolidate its presence and establish a new cargo hub in Rio de Janeiro.

Full recorded event mix

Top 3 categories among 9 recorded events in the 24-month window.

Mergers & acquisitions
7
Funding rounds
1
Company announcements
1

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
michelin→Sascar ↗Completed2025-10-27Not stated in snapshot
nstech→Gasola ↗Announced2025-07-24Not stated in snapshot
sequoia→Texlog ↗Completed2025-05-15Not stated in snapshot
pathfind→Fretefy ↗Announced2025-03-26Not stated in snapshot
skydropx→Frenet ↗Completed2025-02-26Not stated in snapshot
mercadolibre→Kangu Technology ↗Completed2025-01-22Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

Recorded hiring and workforce signals from the available source snapshot.

Expand panel +

Most advertised job titles

No repeated job title is supported by this snapshot.

0 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

101 founders and chief executives across 82 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

4 profiles with education records.

Harvard University
2
Harvard Business School
2
INSEAD
1
Wharton School
1
Duke University
1
Universidade Federal do Rio de Janeiro
1

Prior employers

0 profiles with prior-work records.

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

NEWS INTELLIGENCE

How this industry appears in the news

488,358 articles in the measured 12-month window.

Expand panel +
488,358articles in the measured year
52,483articles in 2026Q1
27.2%positive tone in the latest complete year

News volume trends

Fleet and Freight Tech coverage across Brazil · articles per complete quarter

089,666179,332268,997358,6632021Q2: 47,9412021Q22021Q3: 52,6452021Q4: 40,9832022Q1: 43,2952022Q2: 43,8592022Q22022Q3: 46,4922022Q4: 72,9332023Q1: 64,3732023Q2: 95,6632023Q22023Q3: 75,1432023Q4: 55,1172024Q1: 62,9172024Q2: 73,8362024Q22024Q3: 81,7932024Q4: 85,5842025Q1: 104,6492025Q2: 81,2422025Q22025Q3: 311,8812025Q4: 50,1012026Q1: 52,4832026Q1
View quarterly article counts
QuarterArticles
2021Q247,941
2021Q352,645
2021Q440,983
2022Q143,295
2022Q243,859
2022Q346,492
2022Q472,933
2023Q164,373
2023Q295,663
2023Q375,143
2023Q455,117
2024Q162,917
2024Q273,836
2024Q381,793
2024Q485,584
2025Q1104,649
2025Q281,242
2025Q3311,881
2025Q450,101
2026Q152,483

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
69,072 positive · 33,759 neutral · 48,231 negative
2022
101,315 positive · 52,616 neutral · 52,348 negative
2023
149,492 positive · 70,317 neutral · 70,029 negative
2024
135,484 positive · 101,836 neutral · 66,317 negative
2025
148,839 positive · 157,325 neutral · 241,071 negative

Company share of voice

4 recorded company events across 3 companies; percentages use that event total.

Infleet ↗infleet.com.br
50.0% 2 events
Delta Global ↗deltaglobal.com.br
25.0% 1 events
GOLLOG ↗gollog.com.br
25.0% 1 events

Leading coverage topics

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

International And Transnational Geographic Entities299,989 articles in the full recorded period
108,080 recent · 81,379 prior
Geopolitical Disputes And Contested Areas299,987 articles in the full recorded period
108,080 recent · 81,376 prior
Administrative And Political Subdivisions299,953 articles in the full recorded period
108,066 recent · 81,368 prior
International Sports Competitions27,612 articles in the full recorded period
4,454 recent · 6,651 prior
Professional League Updates15,454 articles in the full recorded period
3,673 recent · 3,229 prior
Cryptocurrency Impact On Forex Markets15,120 articles in the full recorded period
4,125 recent · 3,657 prior
International Political Relations13,171 articles in the full recorded period
2,871 recent · 3,548 prior
Trade Policies And Agreements11,784 articles in the full recorded period
5,576 recent · 3,644 prior
Olympic Games Coverage11,057 articles in the full recorded period
1,281 recent · 3,741 prior
Athlete Transfer Rumors11,015 articles in the full recorded period
2,697 recent · 2,326 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Fleet and Freight Tech coverage across Brazil

KeywordRecentPriorChange
countries4,1911,859125%
tariff negotiations3,2852,13254%
trade dispute mechanisms1,38378776%
free trade deals1,36695443%
climate mobilization1,07876341%
bilateral trade1,06169154%
angel investors1,057328222%
preferential tariff1,03955288%
tariff rate quota860420105%
mfn tariff69436491%
olympic team selections2151,339-84%
geopolitical alliances7181,090-34%
ronaldo560977-43%
olympic trials180914-80%
summer olympics athletics66851-92%

Event and signal lenses

Fleet and Freight Tech coverage across Brazil

All complete annual cohorts shown
Rising

Regulatory Risk

621,840 classified articles

territories, disputed islands, countries

16.1% critical · 11.8% positive
Rising

Funding Momentum

45,468 classified articles

angel investors, early-stage investment, asset acquisition

33.0% critical · 41.8% positive
Rising

Growth

125,396 classified articles

gdp growth rate, economic growth statistics, economic output growth

26.7% critical · 45.1% positive

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

RESEARCH SIGNALS

What Fleet and Freight 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 inefficiencies and risk factors in coordinating and optimizing 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
20221800.5
20231892.4
20242050.7
20252042.5
Fleet Management Operational IssuesCommon problems researchers identify · 02

Fleet Management Operational Issues

143 papers

18.7% of this theme group

Studies point to difficulties in overseeing large vehicle fleets and integrating aeronautics and operations research.

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

Making Fleet Management Easier.

Guide for Fleet Management

View research history
YearShare index
2022549.4
2023517.0
2024416.2
2025183.9
Transport Engineering Fleet ConstraintsCommon problems researchers identify · 03

Transport Engineering Fleet Constraints

136 papers

17.8% of this theme group

Papers discuss obstacles in improving truck operations and fleet-level transport engineering practices.

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
2022624.6
2023603.3
2024482.2
2025310.9
Routing and Positioning LimitationsCommon problems researchers identify · 04

Routing and Positioning Limitations

122 papers

16.0% of this theme group

Research flags problems with GPS accuracy, vehicle routing, and public transport tracking systems.

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
20221219.3
20231171.3
20241030.1
20251102.6
Truck Fuel Efficiency BarriersCommon problems researchers identify · 05

Truck Fuel Efficiency Barriers

102 papers

13.4% of this theme group

Works identify emissions, fuel consumption, and technology adoption hurdles for diesel and gas 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
2022441.1
2023426.2
2024338.1
2025322.5
Electric Fleet Integration ChallengesCommon problems researchers identify · 06

Electric Fleet Integration Challenges

56 papers

7.3% of this theme group

Authors note complexities in charging schedules, infrastructure, and fleet management for electric vehicles.

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
2022578.5
2023634.0
2024579.8
2025554.7
Biomass Supply Chain ObstaclesCommon problems researchers identify · 07

Biomass Supply Chain Obstacles

50 papers

6.5% of this theme group

Studies reveal logistical and raw material issues affecting biofuel production and distribution.

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
2022780.3
2023776.8
2024712.9
2025666.5

Cautions

164 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Energy and Infrastructure Trade‑offsCautions · 01

Energy and Infrastructure Trade‑offs

70 papers

42.7% of this theme group

Cautionary papers warn about fleet management constraints and driver awareness impacting fuel savings.

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
2022668.6
2023633.9
2024489.5
2025312.5
Electrification and Urban Freight RisksCautions · 02

Electrification and Urban Freight Risks

51 papers

31.1% of this theme group

Research cautions on performance limits and charging strategies for electric urban freight fleets.

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
2022640.4
2023614.5
2024559.4
2025562.1
Supply Chain Optimization PitfallsCautions · 03

Supply Chain Optimization Pitfalls

24 papers

14.6% of this theme group

Authors advise careful use of machine learning in inventory and risk management to avoid unintended consequences.

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
20221800.5
20231892.4
20242050.7
20252042.5
Biofuel Production Cost ConcernsCautions · 04

Biofuel Production Cost Concerns

19 papers

11.6% of this theme group

Papers highlight cost and scale uncertainties in biomass processing and supply chain configurations.

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
2022647.0
2023635.7
2024607.9
2025508.6

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 on‑time performance and logistics through sophisticated optimization techniques.

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
20221800.5
20231892.4
20242050.7
20252042.5
Vehicle Routing and Fleet SizingOpportunities · 02

Vehicle Routing and Fleet Sizing

641 papers

17.6% of this theme group

Research explores robust routing, scheduling, and sizing models for shared mobility and freight 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
2022317.7
2023306.1
2024267.3
2025265.0
Predictive Maintenance for FleetsOpportunities · 03

Predictive Maintenance for Fleets

625 papers

17.2% of this theme group

Studies propose simulation and optimization methods to enhance reliability 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
2022479.0
2023452.6
2024352.2
2025173.9
Aviation Fleet Assignment InnovationsOpportunities · 04

Aviation Fleet Assignment Innovations

502 papers

13.8% of this theme group

Works develop integrated approaches for flight selection, aircraft routing, and fleet assignment.

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
2022362.3
2023327.9
2024196.3
202581.0
Smart Vehicle Tracking SystemsOpportunities · 05

Smart Vehicle Tracking Systems

367 papers

10.1% of this theme group

Research advances IoT‑based tracking and automatic location technologies for transportation 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
2022753.8
2023730.4
2024603.1
2025664.6
Electric Fleet Charging SolutionsOpportunities · 06

Electric Fleet Charging Solutions

342 papers

9.4% of this theme group

Papers present optimization frameworks addressing battery health, tariffs, and large‑scale charging infrastructure.

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
2022452.8
2023505.2
2024489.5
2025463.4
Sustainable Biomass Supply ChainsOpportunities · 07

Sustainable Biomass Supply Chains

272 papers

7.5% of this theme group

Studies target multi‑objective designs for eco‑friendly, cost‑effective biofuel production from forest waste.

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
20222372.2
20232456.4
20242587.5
20252501.4

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%37.0%
Descriptive18.2%18.0%
Breakthrough14.6%26.2%
Problem-identifying12.7%9.4%
Comparative3.2%4.1%
Cautionary2.8%4.2%
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.

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UNDERSTAND THE LANDSCAPE

Fleet and Freight 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.

KEEP EXPLORING

Put Brazil in context

All landscapes ↗

Company ecosystem snapshot: 2 September 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