Reports

Autonomous Vehicles: From Hype to Reality

Wed, 21 Sep 2022 15:20:19 GMT

The auto industry is rapidly driving toward a future where smarter, connected vehicles take on more driving tasks to reduce our stress, free up our time and make driving safer for everyone. Advanced driver-assistance technologies and autonomous vehicles promise to lower mobility costs while reducing traffic and accidents on our roads and highways.

OEMs are pushing the envelope to offer the most advanced, safest driver-assistance technologies on the path to autonomous vehicles. Companies and investors are pumping billions of dollars into the autonomous-vehicle sector for the chance to score big in this nascent market. Early movers are getting a jump on the competition with partnerships, pilot projects and production.

This report reveals what more than 260 top industry leaders and insiders are thinking and planning, the main challenges they face, the timing of product releases, early applications, leading technologies and what the future holds. The results are illuminating and provide valuable insight into the strategies and plans of OEMs and suppliers.

The report is comprised of Wards Intelligence articles originally posted to the subscription service between December 2021 and April 2022. The articles are based on research conducted in late 2021 and early 2022, including an industry survey conducted in October 2021.

ADDRESSED IN THIS REPORT:

Market strategies and early applications
Level 3-4 evolution planning
Outlook on top applications
Volume projections
Which OEMS are leading

OF SPECIAL INTEREST TO:

Automakers and suppliers developing autonomous and ADAS technology
Fleet companies looking to deploy AVs
Mobility-service providers
Policy makers

HIGHLIGHTS:

When is the tipping point?
Challenges to mass production
Which regions are leading the charge on autonomy?
Policy challenges
Impact of AI
Detailed results of Wards Intelligence industry survey

I. Overview

II. Market Strategies and Early Applications i. OEM Level 3-Level 4 Plans

Level 3 Applications
Level 4 and 5 Applications

III. Market Factors: Challenges and Regions i. Commercial Level 4 Passenger Vehicle Market

Personal Level 4 Passenger Vehicle Market
Level 4 and 5 Tipping Point?
Challenges to Mass Production
Regions Leading Growth of Level 4 and Level 5

IV. AI and Communications Challenges i. Full Stack AV Technologies

Important Safety Factors
AI and Machine Learning Regulatory Challenges
AI Development Challenges

V. Hardware Challenges i. Most Prevalent AV Sensor Technologies in 2026

Biggest AV Hardware Development Challenges

VI. Impact of AVs i. Potential Benefits of AVs

Potential Drawbacks of AVs
How AVs Might Affect Vehicle Ownership by 2030

VII. Market Outlook i. Level 3 Vehicles as a Percent of Total Sales

Level 4 Market Penetration Expectations
Level 5 Vehicle Market Penetration

VIII. OEM Grades i. Report Card Criteria

Grade A: Well Positioned to Exploit AV Market Growth
Grade B: Shown Capability but Lagging Market Leaders
Grade C: Has Stake in AV Development but Some Deficiencies

IX. Appendix: 2021 Wards Intelligence Autonomous

Vehicle Survey Results

Autonomous Vehicles: From Hype to Reality - Market Strategies and Early Applications

Thu, 15 Dec 2022 20:27:53 GMT

The Market Strategies and Early Applications section looks at OEM plans for Level 3 and 4 development and implementation, as well as early applications for AVs.

Autonomous Vehicles: From Hype to Reality - Market Factors, Challenges and Regions

Thu, 15 Dec 2022 20:24:57 GMT

The Market Factors, Challenges and Regions section examines commercial and personal markets for Level 4 vehicles, challenges to mass production, regions leading growth of AVs, as well as a possible Level 4 tipping point.

Autonomous Vehicles: From Hype to Reality - AI and Communications Challenges

Thu, 15 Dec 2022 20:19:21 GMT

The AI and Communications Challenges section looks at full stack AV technologies, safety factors, AI, machine learning, and regulatory challenges.

Autonomous Vehicles: From Hype to Reality - Hardware Challenges

Thu, 15 Dec 2022 20:22:06 GMT

The Hardware Challenges section reveals the most prevalent AV sensor technologies and the biggest hardware development challenges for AVs.

Autonomous Vehicles: From Hype to Reality - Impact of AVs

Thu, 15 Dec 2022 20:23:33 GMT

The Impact of AVs section looks at the potential benefits and drawbacks of AVs, and how they might affect vehicle ownership and sales by 2030.

Autonomous Vehicles: From Hype to Reality - Market Outlook

Thu, 15 Dec 2022 20:26:39 GMT

The Market Outlook section reveals OEM expectations for the future of Level 3 vehicles as a percentage of total sales in coming years, and market penetration of Level 4 and Level 5 vehicles through 2030.

Closing the Loop: Strategies Ahead for Reuse, Recycling of Li-ion BEV Batteries

Thu, 01 Oct 2020 14:02:38 GMT

With forecasts of 41 million BEVs and PHEVs sold from 2020 through 2025, and battery-powered vehicles ultimately expected to dominate the 1 billion-vehicle global fleet, solutions for dealing with end-of-life lithium-ion batteries will be critical. Metals from manufacturing waste and finished batteries that are improperly disposed of will negatively impact the environment and potentially cause fires. Recycling efforts are under way, as is repurposing of Li-ion packs, but what does the future hold for these sectors? This report examines those – OEMs, battery manufacturers, recyclers, repurposers, policymakers and others – with stakes in the game.

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ADDRESSED IN THIS REPORT:

Who are the Li-ion recyclers and repurposers?
What are automaker and supplier strategies for tracking their batteries?
Who are the new entrants hoping to take a piece of the pie?
What regulations exist for Li-ion recycling and repurposing?
How will the market evolve?

OF SPECIAL INTEREST TO:

Automakers selling or planning to sell plug-ins
Suppliers involved in PHEV or BEV development
Battery manufacturers
Recyclers
Repurposers
Policy makers

HIGHLIGHTS:

The Li-ion recycling and repurposing landscape detailed
Interviews with those working to make recycling and repurposing automotive Li-ions viable
Current and future methods of Li-ion recycling
Pilot projects for repurposing
Rating the OEMs on their recycling and repurposing initiatives

I. OVERVIEW

THE STATE OF LI-ION RECYCLING
ENVIRONMENTAL AND HEALTH IMPACT
THE CIRCULAR ECONOMY
IMPROPERLY DISPOSED LI-IONS CAUSE TROUBLE
REGULATION FRIEND OR FOE?
SECOND LIFE VIABLE?
REPAIR USUALLY FIRST STEP
RATING THE OEMS
CONCLUSION

II. MARKET

DURABILITY GOOD NEWS, BAD NEWS
CHINA’S DOMINATION
OEM STRATEGIES
CAPACITY DRIVERS
WHO SHOULD PAY?
TECHNOLOGY LANDSCAPE
MARKET PROSPECTS
CONCLUSION

III. AUTOMAKERS

BMW
DAIMLER
FCA
FORD
GEELY GROUP/VOLVO
GENERAL MOTORS
HYUNDAI-KIA
JAGUAR LAND ROVER
PSA
RENAULT-NISSAN-MITSUBISHI
TESLA
TOYOTA
VOLKSWAGEN GROUP

IV. SUPPLIERS, RECYCLERS AND REPURPOSERS

SUPPLIERS

BYD
CATL
LG CHEM
PANASONIC
SAMSUNG SDI

RECYCLERS

AMERICAN MANGANESE
DUESENFELD
GEM
LI-CYCLE
UMICORE

REPURPOSERS

INDIE POWER
POWERVAULT
RELECTRIFY

CONCLUSION

V. Q&A

AMERICAN MANGANESE’S ZARKO MESELDZIJA, LARRY REAUGH
INDIE POWER AND SAE’S STEVE TOLEN
LI-CYCLE’S KUNAL PHALPHER
RESPONSIBLE BATTERY COALITION’S STEVE CHRISTENSEN
TOYOTA’S KEVIN BUTT
UMICORE’S KRISTOF GABRIEL
VOLKSWAGEN’S TIETJE

VI. APPENDIX

WARDS INTELLIGENCE 2020 BATTERY RECYCLING SURVEY

Smart Cities: Leading the Way in Mobility

Thu, 23 Jul 2020 13:37:10 GMT

As urban areas grow increasingly crowded, cities and their leaders are seeking technology solutions ranging from car- and scooter-sharing to autonomous shuttles to solve transportation issues such as traffic congestion, air pollution and road safety. To do this they’re turning to automakers and mobility providers and forming unprecedented partnerships to leverage technology to meet cities’ unique needs. This report includes comprehensive case studies of private-public partnerships between cities and mobility providers and delves into the details of each project: how they’re planned and operated, who is involved, essential elements for deployment and more.

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ADDRESSED IN THIS REPORT:

What compels cities to work with mobility providers?
How do cities approach partnering with mobility providers?
What’s required for mobility providers to work with cities?
What policy and technology solutions are unique to city- centered mobility projects?
Which city departments are involved in mobility projects?

OF SPECIAL INTEREST TO:

Automaker and Tier-1 suppliers involved in mobility
Automotive, technology and financial analysts
City planners and other government officials
Transportation professionals
Urban policy and transportation stakeholders

HIGHLIGHTS:

Hear from experts on the front lines of cutting-edge urban mobility.
Learn about the growing market in city-centric mobility solutions.
Discover the unique mobility needs of cities.
Understand the process of working with city officials.
Comprehend the complex elements leading cities to rely on tech-based transportation.

I. OVERVIEW

DATA AS A TOOL
NEED FOR NEW MOBILITY OPTIONS
WHICH TYPE OF MOBILITY IS MOST IMPORTANT FOR CITIES IN THE FUTURE?
CITIES’ VEHICLE BANS
SHOULD RESTRICTIONS SUCH AS CONGESTION CHARGES AND BANS BE IMPOSED ON VEHICLES ENTERING CITIES?
SHOULD CITIES HAVE AREAS WHERE NO CARS ARE ALLOWED?
CURB MANAGEMENT
SHOULD CITIES PROVIDE SPECIAL ACCOMODATIONS FOR NEW MOBILITY OPTIONS?
BOTH TEST BED AND BATTLEGROUND
WHOSE INPUT SHOULD BE GIVEN THE MOST AUTHORITY ON IMPLEMENTATION OF NEW-MOBILITY TECHNOLOGIES IN CITIES?
WHO SHOULD HAVE INPUT ON IMPLEMENTATION OF NEW-MOBILITY TECHNOLOGIES IN CITIES?

II. MARKET

WHAT’S THE MOST IMPORTANT MOBILITY PROBLEM TO SOLVE IN CITIES?
NEW MOBILITY OPTIONS
RIDE-HAILING’S POSITIVE, NEGATIVE IMPACTS
MAYORS LEAD THE CHARGE
PROJECTED GROWTH 
SMART CITIES LAYERED VALUE CHAIN
GLOBAL INSTALLED BASE OF INTERNET-CONNECTABLE DEVICES IN AUTOMOBILES
SMART CITIES INSTALLED BASE AND REVENUES
WHAT IS THE MINIMUM LEVEL OF INFRASTRUCTURE TECHNOLOGY NEEDED FOR SUCCESSFUL MOBILITY-SCHEME OPERATION?
WHICH SERVICE DO YOU MOST WANT TO SEE IN YOUR CITY OR TOWN?
WHICH ENTITIES HAVE THE BEST CHANCE OF PARTNERING WITH CITIES ON NEW MOBILITY?
ROBOTAXIS ALREADY ON THE ROAD 
WHERE SHOULD CITIES ALLOW AUTONOMOUS ROBOTAXIS?
TRANSIT DESERTS
HOW WILL THE RECENT CORONAVIRUS CRISIS AFFECT SHARED MOBILITY IN CITIES OVER THE NEXT 12 MONTHS?
HOW WILL THE RECENT CORONAVIRUS CRISIS AFFECT SHARED MOBILITY IN CITIES OVER THE NEXT 5 YEARS?

III. CASE STUDIES

MOTIONAL’S (FORMERLY APTIV) LAS VEGAS PILOT
- MADE POSSIBLE THROUGH PARTNERSHIPS
- AN INHERENT MOBILITY DEMAND
- PREPPING FOR LAUNCH
- DRIVING MILLIONS IN REVENUE
FORD’S MIAMI AND AUSTIN AV PILOTS
- COLLABORATING WITH CITIES LIKE NEVER BEFORE
- DOING A LOT OF LISTENING
- LEARNING AND GROWING AT SCALE
MAY MOBILITY’S AV SHUTTLES, MULTIPLE CITIES
- STATE-BY-STATE, CITY-BY-CITY
- TYING INTO INFRASTRUCTURE
- LINKING TO OTHER TRANSPORTATION OPTIONS
MERCEDES-BENZ’ SAN JOSE, CALIFORNIA AV PILOT 
- COLLABORATION AND TESTING ON TWO CONTINENTS
- WHAT FUTURE TRANSPORTATION LOOKS LIKE
- COMMUNITY INPUT
VULOG’S MADRID PROJECT
- GIVE BACK THE FAMOUS BLUE SKY
- A CLOSE RELATIONSHIP WITH THE CITY

IV. Q&A

MOTIONAL’S (FORMERLY APTIV) KARL IAGNEMA AND ABE GHABRA
CITY OF AUSTIN’S ROB SPILLAR
FORD’S SCOTT GRIFFITH
MAY MOBILITY’S TARA LANIGAN
MERCEDES-BENZ’S ALEX SCHAAB
MIAMI-DADE COUNTY’S CARLOS CRUZ-CASAS
VULOG’S GREGORY DUCONGÉ
WORLD ECONOMIC FORUM’S MOUCHKA HELLER

V. APPENDIX

WARDS INTELLIGENCE 2020 SMART CITIES AND MOBILITY SURVEY
SMART CITIES LAYERED VALUE CHAIN

E-Machines: Powering the Automotive Future

Thu, 18 Jun 2020 20:09:34 GMT

Batteries and charging infrastructure are key to the success of automotive electrification, but advancements in electric motor and controls technology equally are necessary to fuel the future of this emerging transportation revolution. This report examines the cutting edge of e-machine technology and the controls that manage that power in vehicles, along with a look at how myriad suppliers are working to meet the growing electrification demands of the automotive market. The report includes valuable data on projected motor installation rates by OEMs as well as results of an exclusive industry survey on the technology.

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ADDRESSED IN THIS REPORT:

How are key automotive suppliers adapting to an electrified future?
Which e-machine suppliers are in the best position to benefit from EV growth?
Which new players in the e-machine space are worth watching?
How are e-machine technology and ancillary systems evolving and what’s coming next?
How are OEM and supplier relationships evolving in the age of electrified vehicles?
How is the e-machine business growing in relation to electrified-vehicle production?

OF SPECIAL INTEREST TO:

OEM market analysts and product planners
E-machine engineers and product developers
Motor manufacturers
Motor component suppliers
BEV design optimization engineers

HIGHLIGHTS:

Enhance understanding of the competitive landscape in e-machine sector.
Become more informed about e-machine technology and where it is headed.
Develop a more complete picture of global motor production needs through 2028.
Identify the best market opportunities and potential areas of investment.
Provide insight into differing supplier approaches to the e-machine market.
Gain an overview of how the OEM-supplier relationship differs in the development of e-machines and ancillary technology.

I. OVERVIEW

WHICH ADVANCEMENT IS MOST LIKELY TO IMPROVE EV RANGE AND PERFORMANCE IN THE NEXT DECADE?
WHICH ADVANCEMENT IN MOTOR TECH WILL RECEIVE THE HIGHEST LEVEL OF R&D FUNDING IN THE COMING DECADE?
E-MACHINES SUPPLY CHAIN
TECHNOLOGY’S ROLE
OEM STRATEGIES
GRADING THE SUPPLIERS
CONCLUSION

II. TECHNOLOGY

HOW MOTORS WORK
E-MACHINES EXPLAINED
E-MACHINE CONCEPTS
BOOSTING EFFICIENCY
WHICH IMPROVEMENT IN MOTOR TECH WILL RESULT IN THE HIGHEST RETURN IN VEHICLE RANGE AND PERFORMANCE?
EV TRANSMISSIONS
POWER MANAGEMENT
WHICH ELECTRICAL CONTROL AND POWER MANAGEMENT ELEMENTS WILL HAVE THE HIGHEST EFFECT ON IMPROVING EV POWER AND PERFORMANCE?
DESIGN OPTIMIZATION

III. MARKET

GLOBAL VEHICLE OUTPUT BY POWERTRAIN TYPE
FORECAST SHARE BY SEGMENT FOR GLOBAL EV SALES, 2019 VS. 2027
FORECAST AWD INSTALLATION RATES: EVS VS. ICES
GLOBAL MOTOR PRODUCTION BY POWERTRAIN TYPE, 2019 VS. 2027
FORECAST DRIVE MOTOR PRODUCTION DEMAND FOR TOP 10 AUTOMAKERS
FORECAST GLOBAL E-MOTOR DEMAND BY REGION AND TYPE
WHAT IS THE MOST IMPORTANT FACTOR WHEN DEVELOPING ELECTRIC MOTORS?
WHAT IS THE BIGGEST OBSTACLE TO IMPROVING ELECTRIC MOTOR PERFORMANCE AND EFFICIENCY?

IV. OEM STRATEGIES

BMW, VW CAPACITY PLANS
GM, TOYOTA LEAN ON SUPPLIERS
THE MOVE IN-HOUSE

V. SUPPLIERS

AAM
AVID
BORGWARNER
BOSCH
DANA
DENSO
EATON
GKN
HITACHI
LINEAR LABS
MAGNA
MAHLE
MARELLI
MITSUBISHI ELECTRIC
NIDEC
PROTEAN
RICARDO
SCHAEFFLER
SEG
VALEO
VITESCO (CONTINENTAL)
YASA
ZF

VI. Q&A

EATON’S BRIAN MCKAY
MAGNA’S DANIEL LINDVAI-SOOS
RICARDO’S CHRIS BROCKBANK
ZF’S MARCO GUGLIELMINI

VII. APPENDIX

WARDS INTELLIGENCE 2020 ELECTRIC MOTORS SURVEY
E-MACHINES SUPPLY CHAIN
FORECAST AWD INSTALLATION RATES: EVS VS. ICES
FORECAST DRIVE MOTOR PRODUCTION DEMAND FOR TOP 10 AUTOMAKERS
FORECAST SHARE BY SEGMENT FOR GLOBAL EV SALES
FORECAST GLOBAL EV, ELECTRIC MOTOR PRODUCTION BY TYPE
FORECAST GLOBAL E-MOTOR DEMAND BY REGION AND TYPE

Tipping Point: Batteries, BEVs and the Decade Ahead

Fri, 22 May 2020 13:51:58 GMT

This report looks at what’s now and next in battery technology, supplier plans for increasing capacity, the global market outlook for BEVs and what is likely to drive demand and the commitment each of the major automakers is making to the BEV market.

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ADDRESSED IN THIS REPORT:

How are key global automakers approaching the BEV market?
Which automakers are planning to launch the most new BEVs over the next 10 years?
Which automakers will dominate sales through 2030?
Which battery suppliers are best positioned today, and which others are worth watching?
What’s the state of BEV battery technology and what’s coming next?
What policies are driving the BEV market?

OF SPECIAL INTEREST TO:

OEM market analysts and product planners
Battery manufacturers
BEV component suppliers
BEV engineers and product developers

HIGHLIGHTS:

Enhance your understanding of the competitive landscape in BEV sector.
Become better informed about the present state and future path of BEV battery technology.
Have a more complete picture of global battery capacity through the middle of the decade.
Identify the best market opportunities and potential areas of investment.
Gain a clearer picture of regulations and incentives in key markets.

I. OVERVIEW

CURRENT STATE

TECH
REGULATORY
MARKET

TARGETS AND TIPPING POINTS
SUPPLIERS AND INFRASTRUCTURE

RATING THE SUPPLIERS

RATING THE OEMS

II. BATTERY TECHNOLOGY

STATE OF THE ART

TECH/MATERIALS
COSTS
RANGE AND CHARGING
LIMITATIONS AND HURDLES

SOLID STATE
OTHER FUTURE CONCEPTS

III. MARKET

TOP 10 AUTOMAKERS IN GLOBAL BEV SALES
CHARGING INFRASTRUCTURE GAPS
WHAT PUBLIC POLICY WOULD BE THE BEST?
BEV MODEL COUNT TOP 10 AUTOMAKERS
TOP 10 AUTOMAKERS BY MODEL COUNT
GOVERNMENT CARROTS AND STICKS
HOW CRITICAL ARE GOVERNMENT SUBSIDIES IN THE NEXT FIVE YEARS?
COUNTRY ICE VEHICLE BANS
WHICH MARKET WILL BE THE PRIMARY DRIVER OF BEV SALES IN 2025?
BEV/PHEV SALES BY REGION
BATTERY CAPACITY
CONCLUSION

IV. AUTOMAKERS

BMW
BYD
DAIMLER
FCA
FORD
GEELY/VOLVO
GENERAL MOTORS
HONDA
HYUNDAI/KIA
JAGUAR LAND ROVER
PSA GROUP
RENAULT-NISSAN-MITSUBISHI
RIVIAN
TESLA
TOYOTA
VOLKSWAGEN GROUP

V. BATTERY SUPPLIERS

BYD BATTERY
CATL
ENVISION AESC ENERGY DEVICES
FARASIS ENERGY GROUP
GS YUASA
GUOXUAN HIGH-TECH
LG CHEM
NORTHVOLT
PANASONIC
SAFT GROUPE
SAMSUNG SDI
SK INNOVATION
TIANJIN LISHEN BATTERY

VI. Q&As

ARGONNE’S ANN SCHLENKER
ASAHI KASEI’S AKIRA YOSHINO
BERENBERG BANK’S ASAD FARID
BRILL POWER’S CHRISTOPH BIRKL
CREE’S JOHN PALMOUR
HONDA’S EISUKE KIMURA
KVI’S RACHID YAZAMI
SOLID POWER’S DOUG CAMPBELL
VOLKSWAGEN’S REINHARD FISCHER

VII. APPENDIX

WARDS INTELLIGENCE 2019 VEHICLE ELECTRIFICATION SURVEY
TOP 10 AUTOMAKERS IN GLOBAL BEV SALES
BEV MODEL COUNT TOP 10 AUTOMAKERS
TOP 10 AUTOMAKERS BY MODEL COUNT
BEV PHEV SALES BY REGION
ELECTRIC VEHICLES: TAX BENEFITS & INCENTIVES IN THE EU

An Evolving Ecosystem: China's Autonomous Vehicle Roadmap

Thu, 27 Feb 2020 15:05:58 GMT

This Wards Intelligence report examines where China stands in the AV technology race, how government is driving development and deployment and the path to monetization for automakers and suppliers.

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ADDRESSED IN THIS REPORT:

How does China’s AV technology stack up against the rest of the world’s?
What is the market in China for various levels of autonomous technology?
What sectors will lead in AV development in China?
What are domestic automakers’ AV plans?
What hurdles does China face in developing AVs?
What is China’s AV infrastructure development plan?

OF SPECIAL INTEREST TO:

AV component suppliers, China product planners and marketers, investors in autonomous vehicles and related companies, as well as anyone interested in China’s path to AV leadership.

OVERVIEW:

Despite the current sales slump, China remains the world’s largest traditional light-vehicle market. It is also forecast to be the world’s largest market for autonomous vehicles. Yet reports say China significantly lags the U.S. in the development of autonomous-vehicle technology. Is that true?? How far along is China in its development of AV capabilities??Do Chinese firms have the technology to accomplish full autonomy or will they need to rely on foreign firms’ technology as well? What are China’s criteria for different levels of autonomy and how do they differ from the U.S. and Europe?

This report looks at the key characteristics of the AV market in China and automakers’ game plan for deployment, including strategies to monetize AV tech on the way to Level 4. It contains a forecast for the market in China, an insightful survey of industry insiders, a Wards Intelligence scorecard on which automakers and suppliers are leading in the AV race and Q&As with high-ranking executives at several of the key players.

HIGHLIGHTS:

Enhance your understanding of China’s strategy to achieve its AV goals.
Help clarify China’s strengths and weakness in the AV sector.
Determine areas where you can add value to China’s AV industry.
Identify potential areas for investment.
Better understand Chinese automakers’ AV development approach.
Target segments for marketing AV technology and products.

I. OVERVIEW

GRADING THE OEMS
GRADING THE SUPPLIERS

II. MARKET

VOLUME OUTLOOK
MODERN MOBILITY
ROBOT VEHICLES
SMART CITIES

III. POLICY & INFRASTRUCTURE

STRONG MUNICIPAL BACKING
INFRASTRUCTURE CHALLENGES
ROAD-TESTING
DATA RESTRICTIONS
CHINA VS. U.S.

IV. AUTOMAKERS

BAIC GROUP
BMW
BYD
BYTON
CHANGAN
CHERY
DAIMLER
DONGFENG
FAW
FCA
FORD
GAC
GEELY
GENERAL MOTORS
GREAT WALL MOTORS
HONDA
HUMAN HORIZONS
HYUNDAI-KIA
JAGUAR LAND ROVER
NIO
PSA GROUP
RENAULT-NISSAN-MITSUBISHI
SAIC
TOYOTA
VOLKSWAGEN
WM MOTOR
XPENG

V. SUPPLIERS

ALIBABA
APTIV
AUTOX
BANMA
BOSCH
CONTINENTAL
HESAI
HORIZON ROBOTICS
HUAWEI
KUANDENG
MAGNA
MEITUAN DIANPING
MOMENTA
NAVINFO
NVIDIA
PLUS.AI
PONY.AI
ROADSTAR.AI
TENCENT
TUSIMPLE
VALEO
WERIDE.AI

VI. Q&A

BOSCH’S HAO FENG
CONTINENTAL’S NEIL TANG
DIDI CHUXING’S MENG XING?
HORIZON ROBOTICS’ ZHANG YUFENG
HUMAN HORIZONS’ MARK STANTON
INCEPTIO’S JULIAN MA
TUSIMPLE’S CHENG LU
XPENG MOTORS’ HE XIAOPENG
YANFENG’S STEVE MESZAROS

VII. APPENDIX

WARDS INTELLIGENCE 2020 AV MARKET SURVEY

Navigating New Mobility

Wed, 30 Oct 2019 13:53:24 GMT

The Emerging New-Mobility Market

This Wards Intelligence report examines the mobility strategies of automotive OEMs, technology companies and others in the race to define the next era of transportation.

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ADDRESSED IN THIS REPORT:

How are OEMs preparing for a disruptive shift in their century-plus business model as personal mobility changes, and how do they compare with competitors?
Which technology companies are leading in mobility and why?
What’s driving the trends in mobility and which companies are best positioned to take advantage of these developments?
How are the various new modes of mobility – car and ride-sharing, micro-mobility, multi-modal transit and autonomous cars and shuttles – reshaping transportation and what it means for OEMs and other industries?
What’s the role of government in regulating new forms of mobility and how will this affect businesses in the space?

OF SPECIAL INTEREST TO:

Product planners and market analysts at automakers, suppliers, technology and data-driven companies, as well as anyone involved with urban, mass-transit or investment planning.

OVERVIEW:

For the last 100 years, automakers have had the same successful business model that involves manufacturing, selling, financing and servicing vehicles via a network of dealers. And this produced a massive multi-billion-dollar supplemental industry of OEM and aftermarket parts suppliers, independent repair shops, insurance, parking, travel, etc.

We’re now witnessing changes in how people and goods move, thanks to societal factors such as a population shift to urban areas, a diminishing emotional attachment to automobiles by a younger generation and the emergence of new technology. Now top global OEMs are partnering with tech companies to build platforms for the future of mobility and develop autonomous and connected vehicles and ancillary technologies such as software, mapping, artificial intelligence, data analytics and more. “Navigating New Mobility” looks at the emerging new-mobility market and the strategies of automotive OEMs, technology companies and others in the race to define the next era of transportation.

HIGHLIGHTS:

Learn about the latest mobility trends and which companies are taking advantage of them – and which ones are not.
Discover how OEMs are preparing for a future in which individual car ownership could decline and how technology companies are challenging incumbent automakers.
Learn why data is driving mobility strategy for many companies and how it will be used and monetized.
Hear from top executives from Ford, VW, Avis Budget Group and others who are making decisions on their company’s future in mobility.

I. OVERVIEW

Perfect Storm of Influences
Aggressively Moving Into Mobility
Large Societal and Business Impact

GRADING THE OEMS
GRADING TECHNOLOGY COMPANIES

II. TECHNOLOGY

DEFINITION OF MOBILITY

Shift from Sheet Metal to Mobility Services

ELEMENTS OF MOBILITY – CASE

Connected
Autonomous
Shared
Electric

MICROMOBILITY
MOBILITY AS A SERVICE
URBANIZATION
ROLE OF CITIES, GOVERNMENTS
DATA

The Ultimate ROI
Data Knowhow and Privacy Concerns

III. OEMS

BMW
DAIMLER
FCA
FORD
GENERAL MOTORS
HONDA
HYUNDAI/KIA
JAGUAR LAND ROVER
PSA GROUP
RENAULT-NISSAN-MITSUBISHI
TOYOTA
VOLKSWAGEN GROUP
VOLVO

IV. TECHNOLOGY COMPANIES

APTIV
AVIS BUDGET GROUP
BAIDU
BESTMILE
DIDI CHUXING
EASYMILE
ENTERPRISE HOLDINGS
LYFT
MAY MOBILITY
NAVYA
RIDECELL
UBER
VOYAGE
VULOG
WAYMO

V. Q&A

AVIS BUDGET GROUP’S ARTHUR ORDUNA
COX AUTOMOTIVE’S JOE GEORGE
FORD’S SUNDEEP MADRA
RIDECELL’S MARK THOMAS
VOLKSWAGEN GROUP’S NIKOLAI REIMER

VI. APPENDIX

WARDS INTELLIGENCE 2019 MOBILITY SURVEY

Wards Intelligence 48V Report - Power Shift: 48V Takes Hold

Wed, 25 Sep 2019 15:48:33 GMT

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A few short years ago, the thought of converting to 48V electrical architectures was seen as not much more than a promising idea. Today, the global auto industry knee-deep in a broad-scale movement to integrate 48V technology into traditional powertrains, beginning with luxury vehicles but on track to filter down to mass-market cars as well. 48V mild-hybrid technology now is the electrification entry point for many of the biggest automakers as they hurry to meet tougher CO2 emissions regulations in key markets around the world, with those models expected to account for up to half of the world’s annual electric vehicle sales over the next decade. Also behind the shift is the growing power requirements of today’s automobiles, which is driving development of a range of new 48V-compatible motor-generators, driveline components and other systems.

This report looks at the state of 48V technology and where it is headed, which systems and components are likely to move to the higher-capacity electrical architecture next and OEM and supplier strategies to address the market. It contains a detailed global forecast for 48V mild-hybrid vehicles, an insightful survey of industry insiders, a Wards Intelligence scorecard on which companies are leading the charge in the field and Q&As with high-ranking executives at several of the key players.

OVERVIEW

FORECAST: 48V MILD-HYBRID MODEL COUNT BY REGION
DIESEL OUT, 48V IN
48V APPLICATIONS BROADENING
FORECAST 2028: NUMBER OF 48V MODELS N. AMERICA
P CONFIGURATIONS % GLOBAL 48V PRODUCTION
INDUSTRY NOT ENTIRELY SOLD ON 48V
WHAT % VEHICLE IN U.S. TO HAVE 48V SYSTEMS BY 2025?
WHICH IS GREATEST HURDLE TO CHANGEOVER TO 48V?
48V MILD-HYBRID TECHNOLOGY IS…
GRADING GLOBAL OEMS

TECHNOLOGY

BIGGEST DOWNSIDE TO 48V MILD-HYBRID TECHNOLOGY
APPLYING 48V
P CONFIGURATONS % GLOBAL 48V PRODUCTION
LIKELIEST DRIVELINE POSITION TARGET
POWERTRAIN COMPONENTS MOST LIKLEY 48V TARGETS
OTHER COMPONENTS MOST LIKELY TO SHIFT TO 48V
POCKET-SIZE 48V BEVS EMERGE
48V ASSISTS COMMERCIAL VEHICLES

MARKET

FORECAST: 48V MILD-HYBRID VEHICLE SALES BY REGION
FORECAST: 48V MILD-HYBRID MODEL COUNT BY REGION
GERMAN AUTOMAKERS LEAD WAY
BY COUNTRY, WHICH OEMS WILL LEAD 48V ROLLOUT?
WHICH MARKET WILL SEE VOLUME 48V PENETRATION FIRST?
FORECAST 2028: NUMBER OF 48V MODELS IN EUROPE
CHINA TO BE SINGLE BIGGEST MARKET
FORECAST 2028: NUMBER OF 48V MODELS IN CHINA
WHICH AUTOMAKERS MOST LIKELY TO ADOPT 48V TECHNOLOGY?
WHICH AUTOMAKERS LEAST LIKELY TO ADOPT 48V TECHNOLOGY?
FCA LEADER AMONG U.S. AUTOMAKERS
FORECAST 2028: NUMBER OF 48V MODELS IN NORTH AMERICA
FORECAST TOP 10 AUTOMAKERS IN 48V SALES

AUTOMAKERS

BMW
DAIMLER
FIAT CHRYSLER AUTOMOBILES
FORD

AUTOMAKERS (Cont.)

GEELY/VOLVO
GENERAL MOTORS
HONDA
HYUNDAI-KIA
PSA GROUP
RENAULT-NISSAN-MITSUBISHI
TATA/JAGUAR LAND ROVER
TOYOTA
VOLKSWAGEN GROUP

SUPPLIERS

AVL
BORGWARNER
BOSCH
CONTINENTAL
DELPHI TECHNOLOGIES
EATON
FEV
GKN
HELLA
MAGNA
MAGNETI MARELLI
MITSUBISHI ELECTRIC
SCHAEFFLER
SEG AUTOMOTIVE
TENNECO
VALEO
ZF

Q&As

BORGWARNER’S SCOTT GALLET
CONTINENTAL’S KREGG WIGGINS
DELPHI’S MARY GUSTANSKI
GENERAL MOTORS’ TIM GREWE
SCHAEFFLER’S MATTHIAS ZINK

APPENDIX

WARDS INTELLIGENCE 2019 48V TECHNOLOGY SURVEY

China's New Energy Vehicle Future

Mon, 29 Jul 2019 13:51:30 GMT

China’s New Energy Vehicle Future

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This Wards Intelligence Report, China’s New Energy Vehicle Future, forecasts volumes, details OE strategic plans and tells you who is leading in the race to capture market share.

ADDRESSED IN THIS REPORT:

How automakers are making BEVs a mobility and lifestyle play in China
Regulations and incentives driving OE strategies
State of the charging infrastructure
Strengths and weakness of the supply infrastructure
Strategies of more than 20 automakers
Q&As with top industry executives
Detailed results of an exclusive industry survey
Key market data and forecasts

OF SPECIAL INTEREST TO:

China’s New Energy Vehicle Future is an important read for anyone involved in planning, product development and marketing for China or interested in understanding the coming evolution to electrified vehicles worldwide.

I. OVERVIEW

OVERALL OUTLOOK SUMMARY
SURVEY HIGHLIGHTS
OEM RATINGS

II. MARKET

DATA
MOBILITY LIFESTYLE PLAY
OTHER MARKET TRENDS
FORECAST

III. POLICY

GOVERNMENT SUBSIDIES
LICENSE PLATE DEAL BREAKER
ZEV AND CAFC
TO OWN OR NOT TO OWN
CHARGING INFRASTRUCTURE

IV. AUTOMAKERS

BAIC
BMW
BYD
BYTON
CHERY
DAIMLER
FIAT CHRYSLER
FORD
GAC
GEELY
GENERAL MOTORS
HONDA
HYUNDAI
JAGUAR LAND ROVER
LUCID
NIO
PSA GROUP
RENAULT-NISSAN-MITSUBISHI
SAIC
TESLA
TOYOTA
VOLKSWAGEN GROUP
VOLVO
XPENG
ZOTYE

V. SUPPLIERS

IMPORTANCE OF CHINA’S NEV ENGINEERING
CORPORATE CULTURE CHALLENGE
START-UP PUZZLE
BATTERY SECTOR
COMPETITIVE ARENA
IMPORTANCE OF NEV SECTOR FOR GLOBAL SUPPLIERS

VI. Q&A

GENERAL MOTORS’ JENNIFER GOFORTH
BYD AUTO SALES’ LI YUNFEI
GAC-NIO’s ANDERSON LIAO BING
ZHONGHAI TONGCHUAN’S LI JINYONG
BOSCH (CHINA) INVESTMENT’S DAVID XU DAQUAN
NIO’s JACK CHENG
RHEINMETALL AUTOMOTIVE’S HORST BINNIG

VII. APPENDIX

SALES AND FORECAST DATA
SURVEY RESULTS

Connectivity and Infotainment Report

Fri, 22 Mar 2019 20:23:16 GMT

Battle for the Dashboard and Data: The Future of Connected Infotainment

This new Wards Intelligence report focuses on connected infotainment and the increasing importance of data monetization supported by cloud-based automotive features – analysing OEMs’ current connected infotainment and user interface strategies, their challenges and position in this quickly evolving market.

ADDRESSED IN THIS REPORT:

An overview of connected infotainment
How connectivity has dramatically changed automotive infotainment
Connected infotainment trends and why they are important
Monetization of data as the end goal for stakeholders in this space
How OEMs are positioned to monetize connected infotainment data relative to technology companies and others
Which automakers are leading the development intuitive, cost-effective connected infotainment technology

OF SPECIAL INTEREST TO:

Automakers, suppliers and market analysts seeking insight into how each OEM is positioned today and for the future in terms of developing and monetizing connected infotainment technology, including:

Anyone involved in connected infotainment planning and product development
Automotive technology and connected content market analysts
Policymakers involved in regulating vehicle development and connected infotainment
Product planners, strategic marketers and investors in automotive vehicles and technology
Those with a stake in the data monetization of connected infotainment

I. OVERVIEW

CHANGING FACE OF AUTOMOTIVE INFOTAINMENT
BATTLE BEHIND THE DASHBOARD
OEM TECHNOLOGY HURDES
INFOTAINMENT IN AN AUTOMATED-DRIVING FUTURE
GRADING THE OEMs

II. TECHNOLOGY

DEFINITION OF INFOTAINMENT
THE SMARTPHONE EFFECT
CONNECTIVITY

Three Paths to Connectivity
Interface Issues
Apple CarPlay and Android Auto

DATA

“Hand’s Off”
Leveraging Connected Car Data

VOICE ASSISTANTS
CYBERSECURITY
OVER-THE-AIR SOFTWARE UPDATES
OPEN-SOURCE SOFTWARE
SUPPLIERS

Traditional
Nontraditional
Much Will Change

III. AUTOMAKERS

BMW
DAIMLER
FIAT CHRYSLER
FORD
GENERAL MOTORS
HONDA
HYUNDAI-KIA
JAGUAR LAND ROVER
MAZDA
MITSUBISHI
NISSAN
SUBARU
TESLA
TOYOTA/LEXUS
VOLKSWAGEN
VOLVO

IV. Q&As

Philip Ventimiglia, Product Manager, Bosch Car Multimedia North America
Ted Cardenas, Vice President of Marketing, Car Electronics Division, Pioneer Electronics
Andrew Poliak, VP Product Planning, Strategy and Innovation, Panasonic Automotive Systems America
Gani Nayak, Senior VP, Connected Car Division, Harman International

V. APPENDIX

Wards Intelligence 2018 Connectivity Study, Survey Results
Wards Intelligence Factory Installed Equipment Data

Total LV Rates
% By Segment

MY 2018 Segments
MY 2017 Segments
MY 2016 Segments
MY 2015 Segments

By Brand & Company

MY 2018 Brand & Company
MY 2017 Brand & Company
MY 2016 Brand & Company
MY 2015 Brand & Company

By Vehicle Type

’18 Model Year U.S. Cars
’18 Model Year U.S. Light Trucks
’17 Model Year U.S. Cars
’17 Model Year U.S. Light Trucks

Fuel Cell Future in Vehicles

Fri, 22 Mar 2019 20:21:47 GMT

Fuel-Cell Vehicle Outlook

This Wards Intelligence report focuses on fuel-cell technology and the regional and global market outlook for fuel-cell vehicles in coming years and decades, including OEM and supplier strategies to meet projected market demand.

ADDRESSED IN THIS REPORT:

Current state of fuel-cell technology
Which automakers are furthest ahead in the race to develop cost-competitive fuel-cell technology
Fuel-cell installation trends and use in light vehicles • New applications of fuel-cell technology
Which OEMs are best positioned to mass-produce and market fuel-cell vehicles
Global outlook for fuel-cell vehicle sales, by brand and region
How the development of a hydrogen production and fueling infrastructure will impact fuel-cell vehicle proliferation

OF SPECIAL INTEREST TO:

Light-vehicle product developers
Strategic planners and marketers for OEMs and suppliers
Competitive analysts
Policymakers involved in emissions and fuel economy

OVERVIEW:

Wards Intelligence has been reporting on trends in fuel-cell vehicle development from concept to production vehicles for two decades and now adds the latest information and data to present a comprehensive look at the FCV market and its future.

Author Roger Schreffler, a veteran business journalist and longtime Wards correspondent, provides an in-depth analysis of how each automaker is developing and marketing fuel-cell technology and how well they are positioned for a hydrogen future that lies just over the horizon.

Aimed at automakers, suppliers and market analysts seeking insight into how each OEM is positioned today and the likely future for each OEM in terms of developing and marketing fuel-cell vehicles and technology, this report provides a thorough analysis of the state of fuel-cell vehicle technology, OEM marketing strategies and trends in the U.S. and global markets..

HIGHLIGHTS:

An outlook on the proliferation of fuel-cell technologies
Competitive insight on relative approaches taken by major automakers toward fuel-cell development
Profiles of supplier activity and innovation around fuel-cell products
LMC Automotive forecast of regional market share and volume through 2030
Industry survey results on the future of fuel-cell vehicles and technology
Q&As with top executives from a wide cross-section of the fuel-cell-vehicle industry

Example PDF

I. OVERVIEW

II. TECHNOLOGY

STATE OF THE SCIENCE
HOW IT WORKS
U.S. DRIVE PARTNERSHIP TARGETS

III. MARKET

BEVS LEADING THE CHARGE
COMMERCIAL, AUTONOMOUS APPLICATIONS LIKELY
COSTS COMING DOWN, CAPABILITY CLIMBING
HYDROGEN HOLDS KEY

IV. AUTOMAKERS

BMW
DAIMLER
FORD
GENERAL MOTORS
GREAT WALL MOTORS
HONDA
HYUNDAI
NIKOLA MOTOR
RENAULT-NISSAN-MITSUBISHI
TOYOTA
VOLKSWAGEN

V. SUPPLIERS

TOYOTA MIRAI
MERCEDES-BENZ GLC F-CELL
HYUNDAI NEXO
HONDA CLARITY FUEL CELL
BALLARD POWER SYSTEMS
FREUDENBERG SEALING TECHNOLOGIES
PLUG POWER

VI. Q&As

AIR LIQUIDE’S PIERRE-ETIENNE FRANC
CALIFORNIA ENERGY COMMISSION’S KEVIN BARKER
DAIMLER’S CHRISTIAN MOHRDIECK
NOW’S KLAUS BONHOFF
HYUNDAI’S SAE HOON KIM
HONDA’S STEVE ELLIS
GREAT WALL MOTOR’S TOBIAS BRUNNER

VII. APPENDIX

WARDS INTELLIGENCE SURVEY – 2018 STUDY OF FUEL CELL VEHICLES
LMC AUTOMOTIVE FORECAST 2030: GLOBAL FUEL-CELL VEHICLES

DELIVERIES BY REGION
SHARE BY REGION
DELIVERIES BY COMPANY
SHARE BY COMPANY

Putting the Charge in Electric Vehicles

Wed, 01 May 2019 15:39:04 GMT

How is the BEV Charging Network Shaping Future Technology and Strategies?

This report looks at the developing infrastructure for battery-electric-vehicle charging, including the emerging ultra-fast charging capability that promises to replenish a depleted BEV battery in a matter of minutes. It examines the technology involved, the implications of fast-charging on BEV durability and how that is shaping future battery technology and the strategies of key OEMs and suppliers.

This report is intended for:

Product Planners
Market Analysts
Policymakers
Battery Developers/Producers
Fleet Operators

I. OVERVIEW

Updated BEV Forecast

II. State of Charging Technology

Charging Today
New Generation Batteries Required
Ultrafast Chargers
Wireless Charging
Commercial Vehicle Charging

III. Infrastructure

U.S.
Western Europe
China
Japan

IV. Automakers

BMW
Daimler
FCA

Ford
General Motors
Hyundai-Kia

Tesla
Toyota
Volvo Car

V. Key Charging Infrastructure Suppliers

ABB
ChargePoint
Electrify America
EV Connect

FreeWire Technologies
Fortum
Greenlots
IONITY

NovaCharge
POD Point
Tritium
Webasto

VI. Industry Perspective

Executive Q&A
Survey Results

AWD Electrified

Wed, 01 May 2019 15:35:54 GMT

How have new technologies redefined what 4×4 and all-wheel drive mean in the 21st century?

And how do old-school solid-axles, transfer cases and crawl ratios stack up against advanced electronic clutches, electric axles and brake-force distribution systems?

This report takes a deep dive into what’s next in all-wheel drive technology, including the impact of electrification on the sector, development plans and market strategies of both OEMs and suppliers and the potential for global demand and growth.

This report is intended for:

Product Planners
Market Analysts
Academics
Others who would benefit from a detailed examination of the industry’s plans for electrified all-wheel drive technologies

I. OVERVIEW

STATE OF ART: 4×4 IN THE 21ST CENTURY
TECHNOLOGY AND MARKET TRENDS DRIVING AWD
GRADING THE OEMs
PROLIFERATION AND VOLUME OUTLOOK

II. Technology

MECHANICAL 4×4 (TRADITIONAL)
ELECTROMECHANICAL CONTROLS AND OPERATION
EV DRIVES
FUTURE DRIVES/AV APPLICATIONS

III. Market

INSTALLATIONS BY BRAND
OEM VOLUMES
CUV’S BIG ROLE
CAFE STRATEGY
ELECTRIFICATION
AWD PENETRATION BY REGION
MARKET FORECAST

IV. Automakers

BMW
DAIMLER
FIAT CHRYSLER
FORD
GENERAL MOTORS
HONDA

HYUNDAI-KIA-GENESIS
JAGUAR LAND ROVER
MAZDA
PSA GROUP
RENAULT-NISSAN-MITSUBISHI

SUBARU
TOYOTA
VOLKSWAGEN GROUP
VOLVO (GEELY)

V. Suppliers

AMERICAN AXLE
BORG WARNER
DANA

DENSO
GKN

MAGNA
ZF TRW

VI. Interviews

Key OEM and Supplier Executives

VII. Appendix

Data
Survey Results

Artificial Intelligence in Automotive

Wed, 01 May 2019 15:38:06 GMT

Which automakers and suppliers are leading the way in artificial intelligence?

Artificial Intelligence is poised to become the pilot of tomorrow’s autonomous vehicles. This special report from Wards Intelligence defines and examines AI technology, estimates where the industry stands in its deployment, potential applications beyond autonomy and the tremendous challenge traditional OEMs and suppliers face in ramping up their expertise in the field.

This report is intended for:

Product Planners
Market Analysts
Academics
Others who would benefit from a detailed examination of the industry’s plans for implementing AI

I. OVERVIEW

Trends driving AI implementation
Business case for employing AI
Consumer acceptance/reluctance
Regulatory attitude
State of the technology
Outlook for deployment

II. Technology Building Blocks

AI defined
Machine learning
Deep learning
AI in Action
AI for Autonomy
Additional Applications

III. Automakers

BMW
Daimler
Ford

General Motors
Tesla
Toyota

Volkswagen
Volvo
Waymo

IV. Key Integrators / Chip Makers / Disruptors

Baidu
Bosch
Continental
Delphi

Denso
Intel
Magna
NVIDIA

Qualcomm
Valeo
Visteon
ZF

V. Industry Perspective

Executive Q&A
Survey Results

Reports

Autonomous Vehicles: From Hype to Reality

TABLE OF CONTENTS

Autonomous Vehicles: From Hype to Reality - Market Strategies and Early Applications

Autonomous Vehicles: From Hype to Reality - Market Factors, Challenges and Regions

Autonomous Vehicles: From Hype to Reality - AI and Communications Challenges

Autonomous Vehicles: From Hype to Reality - Hardware Challenges

Autonomous Vehicles: From Hype to Reality - Impact of AVs

Autonomous Vehicles: From Hype to Reality - Market Outlook

Closing the Loop: Strategies Ahead for Reuse, Recycling of Li-ion BEV Batteries

TABLE OF CONTENTS

Smart Cities: Leading the Way in Mobility

TABLE OF CONTENTS

E-Machines: Powering the Automotive Future

TABLE OF CONTENTS

Tipping Point: Batteries, BEVs and the Decade Ahead

TABLE OF CONTENTS

An Evolving Ecosystem: China's Autonomous Vehicle Roadmap

TABLE OF CONTENTS

Navigating New Mobility

TABLE OF CONTENTS

Wards Intelligence 48V Report - Power Shift: 48V Takes Hold

CONTENTS

China's New Energy Vehicle Future

TABLE OF CONTENTS

Connectivity and Infotainment Report

TABLE OF CONTENTS

Fuel Cell Future in Vehicles

TABLE OF CONTENTS

Putting the Charge in Electric Vehicles

TABLE OF CONTENTS

AWD Electrified

TABLE OF CONTENTS

Artificial Intelligence in Automotive

TABLE OF CONTENTS