Radar · Industry landscape · the United States
Auto Tech Landscape of the United States
9,529 Auto Tech companies in the United States, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.
9,529companies tracked
$198.9Bdisclosed funding
515hiring right now
5,915events · 24 months
363,540news articles · 12 months
Who leads Auto Tech in the United States
Shows the top Auto Tech firms by size, funding, hiring activity and media coverage; 9,529 companies are tracked, with 515 currently hiring and 1,320 having disclosed a funding round.
open roles
Hiring now
ranked by live open roles
- 01
Vontier13last posted Aug 2026
- 02
Carvana12last posted Jul 2026
- 03
cycle gear11last posted Jun 2026
- 04
Orange EV11last posted Jun 2026
- 05
Nuro11last posted Jul 2026
- 06
Discount Tire11last posted Jun 2026
- 07
AutoNation11last posted Jun 2026
- 08
CDK Global11last posted Jun 2026
515 companies hiring · 19 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
Waymo$27.1BSeries D · Feb 2026
- 02
Uber$18.7BPost IPO · Dec 2020
- 03Tesla$12.4BPost IPO · Feb 2024
- 04
Rivian$11.8BPost IPO · Jun 2025
- 05
BlueOval SK$9.2BConventional Debt · Jun 2023
- 06
Cruise$7.7BSeries E · Feb 2022
- 07
Lyft$5BSeries I · Aug 2018
- 08
Faraday Future$4.2BPost IPO · Apr 2026
1,320 companies with disclosed rounds · $198.9B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
- 02
- 03
- 04
Group1 Automotive$5.4BFY2025 filing
- 05
- 06
Samsara$1.6BFY2026 filing
- 07
- 08
RB Global$1.2BFY2024 filing
77 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
- 03
- 04
- 05
- 06
LAZ Parking15,000tracked employees
- 07
Copart10,200tracked employees
- 08
494 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
Toyota8.9%828 tracked events
- 02
- 03
- 04
Edelman4.4%414 tracked events
- 05
Joby Aviation3.3%310 tracked events
- 06
- 07
Archer2.2%205 tracked events
- 08
9,306 tracked events across 489 companies
articles
In the news
Prism news coverage, last 12 months
- 01
- 02
- 03
Carey4,294articles in the window
- 04
- 05
Kelley Blue Book1,244articles in the window
- 06
- 07
ETC1,059articles in the window
- 08
526 of these companies drew sector coverage in the window
Radar
See all 9,529 Auto Tech companies in the United States
Filter by funding, headcount, hiring and location, and export the list.
How the Auto Tech ecosystem in the United States grew, 2016–2025
Displays the yearly count of new Auto Tech companies, highlighting a peak of 597 startups in 2016 and 33 in 2025.
Companies founded / year
new Auto Tech companies in the United States
20162025
peak 597 in 2016
Companies raising / year
with a disclosed round that year
20162025
peak 247 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $24.6B in 2020
Where Auto Tech companies in the United States are based
Lists the U.S. cities with the most Auto Tech firms, led by San Francisco (365), New York City (333) and Los Angeles (282).
Hub 01
San Francisco
365 Auto Tech companies
22% of the Auto Tech companies across these hubs
365companies
$43.5Bdisclosed funding
39hiring now
Hub 02
New York City
333 Auto Tech companies
20% of the Auto Tech companies across these hubs
333companies
$3.6Bdisclosed funding
13hiring now
Hub 03
Los Angeles
282 Auto Tech companies
17% of the Auto Tech companies across these hubs
282companies
$6.6Bdisclosed funding
14hiring now
Hub 04
Chicago
149 Auto Tech companies
9% of the Auto Tech companies across these hubs
149companies
$2Bdisclosed funding
7hiring now
Hub 05
Miami
145 Auto Tech companies
9% of the Auto Tech companies across these hubs
145companies
$1.7Bdisclosed funding
4hiring now
Hub 06
San Diego
133 Auto Tech companies
8% of the Auto Tech companies across these hubs
133companies
$1.6Bdisclosed funding
9hiring now
Hub 07
Austin
132 Auto Tech companies
8% of the Auto Tech companies across these hubs
132companies
$13.9Bdisclosed funding
7hiring now
generated artwork
Hub 08
Atlanta
120 Auto Tech companies
7% of the Auto Tech companies across these hubs
120companies
$379.3Mdisclosed funding
8hiring now
The Auto Tech market map of the United States: what these companies actually do
Breaks down the main product categories and revenue models, noting the largest sub‑categories such as consumer digital (4,720) and the most common model, subscription (4,554).
- Consumer Digital4,720 companies · $110.8B raised · 186 hiring
- Enterprise Tech4,287 companies · $120B raised · 329 hiring
- Enterprise Software2,121 companies · $15.4B raised · 137 hiring
- Green Transport1,858 companies · $111.2B raised · 118 hiring
- B2C E-Commerce1,827 companies · $68.5B raised · 70 hiring
- SaaS1,461 companies · $22.8B raised · 118 hiring
- Shared Mobility1,117 companies · $66.7B raised · 39 hiring
- Marketplaces1,100 companies · $30.4B raised · 40 hiring
- Deep Tech1,041 companies · $82.7B raised · 117 hiring
- Internet of Vehicles1,036 companies · $66.5B raised · 117 hiring
- Cab Ride-Hailing694 companies · $60.8B raised · 27 hiring
- Gig Employers658 companies · $27B raised · 27 hiring
Monetization
How Auto Tech companies make money
How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
Subscription4,554
Commission on Transaction2,953
E-Commerce - Product2,344
E-Commerce - Service1,787
Physical Commerce1,760
Fee-For-Service1,408
Advertising1,307
Renting / Leasing206
Business-model split
B2C 1,052B2B 182
Funding, M&A and the deals moving Auto Tech in the United States
Counts corporate events over the past two years, with 5,915 total events including 1,197 earnings releases and 492 funding rounds.
Earnings 1,197Announcement 1,064Leadership 1,041Funding 492M&A 446Contracts 396Product 336Assets 186Jobs 142Capital 138
- M&Atoday announced the acquisition of Moove Connected Mobility2026-05-05
- FundingRoadzen Inc. (Nasdaq: RDZN ) (‘Roadzen’ or the ‘Company’), a global leader in AI at the convergence of insurance and mobility, today announced that it has entered into a securities purchase agreement with institutional investors for the purchase and sale of 4,705,870 ordinary shares at an offering price of $1.70 per share, in a registered direct offering (the ‘Offering’).2026-05-04
- FundingRivian has renegotiated its Department of Energy loan for its upcoming Georgia plant from US$6.57bn down to just US$4.5bn, consolidating what had been a two-phase funding structure into a single tranche to be drawn in early 2027.2026-05-01
- FundingNeology – which won the Sustainable Cities Challenge organised by the Toyota Mobility Foundation and secured USD 500,000 to develop a hydrogen refuelling solution in Detroit.2026-05-01
- M&APlusAI and Churchill Capital Corp IX dissolved their planned Nasdaq SPAC merger April 21, marking PlusAI’s second failed public-listing attempt.2026-04-29
- FundingFortress has agreed to purchase up to $1.25 billion of consumer loans originated through the Upstart platform over the course of 15 months.2026-04-29
- M&ARumor buzz is rattling through the industry this week from reports that SiriusXM and iHeartMedia are discussing a merger.2026-04-28
- M&ALyft has agreed to buy Gett’s UK business, marking its third international acquisition in the past year as it looks to grow outside the US.2026-04-24
- M&ACallRevu, a leader in automotive communication intelligence, announced the acquisition of Calldrip, a cutting-edge provider of automated lead engagement and workflow solutions.2026-04-22
- FundingThe gross proceeds to the Company from the offering were approximately $15 million , before deducting financial advisor's fees and other offering expenses payable by the Company.2026-04-21
Mergers and acquisitions
Deals from the last 24 months where a Auto Tech company in the United States was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
| Acquirer | Target | Deal value | Status | Date |
|---|---|---|---|---|
| Hon Hai Technology Group | undisclosed | Announced | 2026-05-11 | |
| undisclosed | Announced | 2026-05-05 | ||
| Pinnacle Automotive Group | undisclosed | Announced | 2026-05-03 | |
| undisclosed | Rumored | 2026-04-28 | ||
| undisclosed | Rumored | 2026-04-25 | ||
| undisclosed | Announced | 2026-04-25 |
Who is listing, hiring leaders, launching and winning work
Details specific event types like IPO filings, leadership changes, product launches and contract wins for Auto Tech companies.
IPO pipeline
34 companies listed or filing · last 24 months
WeRideIPO · Hong Kong Stock Exchange · WRD · 37 reportsApr 2026
LendbuzzIPO · Nasdaq Global Select Market · LBZZ · 6 reportsFeb 2026
Pony.aiIPO · Hong Kong · 2026.HK · 16 reportsJan 2026
Blink ChargingFollow-on Offering · NASDAQ · BLNK · 4 reportsDec 2025
Leadership moves
170 tracked people moves · last 12 months
Scoot NetworksVinod Kannan · Appointment → Chief Commercial OfficerMay 2026
OusterCyrille Jacquemet · Appointment → Chief Revenue OfficerApr 2026
IBCTim Banham · Appointment → Chief Commercial OfficerApr 2026
Pajarito PowderChristian Mohrdieck · Appointment → Chief Executive OfficerApr 2026
Product launches
tracked launches · last 12 months
ProterraOnyx battery platform (Battery platform)May 2026
IronPoint Insurance ServicesAdvisorCovered.com (Digital platform for professional liability insurance)May 2026
ReadywireReadywire co-pilot (AI co-pilot application)Apr 2026
Contract wins
236 customer wins · last 24 months
Workhorse Groupwon Gateway FleetsApr 2026
EVelution Energywon mitsuiApr 2026
TyFastwon strategic resourcesApr 2026
Endurancewon undisclosed clientApr 2026
GTTwon Samsung Heavy Industries shipyardApr 2026
Workforce actions
34 companies cutting roles · last 24 months
Skipscale undisclosed · cost reductionApr 2026
Monarch Tractor~10% of workforce reported · cost reductionApr 2026
First Student~49 roles reported · contract lossApr 2026
Zipcarscale undisclosed · cost reductionMar 2026
Lucid~12% of workforce reported · cost reductionMar 2026
Regulatory & litigation
92 regulatory events · 30 tracked suits · 24 months
Windroseregulatory approval receivedApr 2026
- stopclub v uberabuse of dominant position investigation in transport market · FiledApr 2026
- Zaptera USA, Inc. v aptera motorsCivil · SettledApr 2026
Earnings pulse
companies reporting results · last 24 months
104 companies reporting1,343 company-quarters trackedbeat 297miss 102in line 18
Half of these companies grew revenue faster than +12.9%, half slower.
Who is building Auto Tech in the United States
Profiles 3,673 founders and CEOs across 2,869 firms, showing top alma maters like Stanford (93) and frequent prior employers such as Google (42).
Founders and chief executives12 of 3,673, from the best-funded companies on this page
Co-Founder SpaceX, Neuralink & The Boring, ex-Co-Founder PayPal.
Ex- Qoros Auto, Magna Steyr. Ulm University of Applied Sciences 1982
CEO Atieva, ex-Tesla Motors, CEO Lumina Office Products. University of Illinois at Urbana-Champaign
Ex-Google, Two Sigma · University of Otago BSc 2001, Carnegie Mellon University MS 2006
repeat founder
Autonomy, Fair.com, Pricelock, TrueCar, ex-Build-to-Order, Direct Ventures, Advertise.com, CarsDirect.com, Vision, Dental Advantage…
Ex-Global Airtech, Transamerica Investment Management, HDFC Securities · Boston College BA 2003
Ex-Kinzon Capital, Tencent, NORICT Beijing, IBM. University of California Berkeley, Haas School of Business MBA 2005
Founder Cover, Archer, ex-Vettery, Various Startups. University of Florida 2008
Ex-HARMAN, QNX, 3Com, AT&T Bell Labs. Bombay University BS 1988, Southern Illinois University Edwardsville MS 1992
Where the founders studied
alma mater on record for 528 of 3,673 founders
Stanford University93
Massachusetts Institute of Technology61
University of California (Berkeley)49
Harvard University42
Harvard Business School34
Cornell University28
Carnegie Mellon University28
University of Pennsylvania26
Where they worked before
a previous employer on record for 156 of 3,673 founders
Google42
Microsoft24
McKinsey23
Apple17
Amazon14
Uber11
Cisco10
Intel10
Founders flagged as repeat founders
of 3,014 founders with a profile on this page
28
carry a repeat-founder flag
- flagged as repeat founders28
- no repeat-founder flag2,986
Women and men among the founders
first names matched for 3,376 of 3,673 founders
8%
of matched founders are women
- women286
- men3,090
Inferred from first names, using 119 million people who state their own gender: a first name counts only where at least 20 of them share it and at least 90% of those share the same gender. The other 297 founders go in neither column.
Radar
Look up the people behind Auto Tech companies in the United States
Search founders, executives and operators by company, role and location.
Who funds Auto Tech in the United States
Summarizes investment activity, noting 3,256 funding rounds from 2,935 investors since 2016 with an average round size of $5.2 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Y Combinator | 72 | 27 | Jan 2026 |
| Techstars | 44 | 20 | Dec 2025 |
| BMW i Ventures | 36 | 13 | May 2024 |
| Andreessen Horowitz | 34 | 13 | Mar 2026 |
| Autotech Ventures | 34 | 12 | Feb 2026 |
| OSTI | 34 | — | Oct 2025 |
| Europa | 29 | — | Jan 2024 |
| Toyota Ventures | 27 | 3 | Jun 2025 |
| Plug and Play Tech Center | 26 | 13 | Nov 2024 |
| Fidelity Investments | 26 | 10 | Feb 2026 |
Stage mix · rounds since 2016
Seed & Angel1,032
Series A–B1,097
Series C+ / PE454
Grants, debt & other673
The typical round is $5.2M — half were bigger, half smaller.
The biggest Auto Tech funding rounds in the United States
Highlights the biggest disclosed funding deals, including Waymo’s $16 billion Series D round, and lists ten large recent rounds.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Dmega-round | $16B | Feb 2026 | Dragoneer Investment Group, DST Global, Sequoia Capital +13 more | |
| Series Cmega-round | $5.6B | Oct 2024 | Andreessen Horowitz, Fidelity Investments, Perry Creek Capital +3 more | |
| Series Gmega-round | $3.5B | Jun 2016 | Public Investment Fund | |
| Series Emega-round | $2.8B | Dec 2014 | Fidelity Investments, Wellington, Menlo Ventures +7 more | |
| Series Emega-round | $2.6B | Jan 2021 | T. Rowe Price, Coatue, Fidelity Investments +1 more | |
| Series Cmega-round | $2.5B | Jun 2021 | Andreessen Horowitz, AutoNation, CPP Investments +7 more | |
| Series Emega-round | $2.5B | Jul 2021 | The Climate Pledge, Ford, T. Rowe Price +4 more | |
| Series Emega-round | $2.5B | Jul 2020 | T. Rowe Price, Coatue, Amazon +3 more | |
| Series Bmega-round | $2.2B | May 2018 | SoftBank Vision Fund | |
| Series Bmega-round | $2.2B | Mar 2020 | Magna, AutoNation, CPP Investments +3 more |
Venture round sizes · 2023–2025
<$1M91
$1–10M174
$10–50M137
$50–250M55
>$250M10
467 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Post IPO$100MMay 2026
Series G$15MMay 2026
- Seed$3.8MMay 2026
Series DundisclosedMay 2026
SeedundisclosedMay 2026
Conventional DebtundisclosedMay 2026
Series C$650MApr 2026
What the news says about Auto Tech in the United States
Counts 363,540 news articles in the last year, with the most covered topics being electric‑vehicle technology, transportation incidents and new product launches.
News volume
Auto Tech coverage across United States · articles per quarter
2021Q22026Q1
peak 129,304 in 2025Q1 · 363,540 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 67% → 67%, negative 28% → 31% across 2021–2025.
What the coverage is about
The subjects that dominate Auto Tech news in United States. The arrow shows whether each one is being written about more or less than a year ago.
- Electric vehicle (ev) technology and innovations20,487▲+11%
- Transportation-related crashes and derailments20,020→+8%
- New product launches and innovations19,424▲+14%
- Lunar and martian exploration missions18,791▲+83%
- Electric vehicle (ev) technology18,387→-8%
- Automotive industry market trends15,540▼-28%
- Strategic partnerships and collaborations14,367▲+12%
- Space launch infrastructure development13,975▲+11%
- Space station infrastructure13,946▼-26%
- Electric vehicle charging infrastructure13,563→-10%
Most-covered companies · last 12 months
- 28,275
- 4,789
- 4,294
- 1,523
- 1,244
- 1,136
- 1,059
- 988
- 966
- 820
526 Auto Tech companies here were named in the news over this period.
Prism
Watch Auto Tech coverage in United States as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter
Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
artemis program+1104%oil price volatility+102%college playoffs+75%luxury yachts+192%yacht amenities+212%yacht interiors+242%sport yachts+198%ncaa updates+118%commodity trading+66%flybridge yachts+213%
preferential tariff-38%asteroid characterization-57%trailer rentals-99%new vehicle retailers-78%private astronaut missions-34%
The pressures the press keeps returning to
Three recurring angles in United States Auto Tech coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
322,283 articles touch this dimension · 40.1% critical tone
20212025
signals: tesla autopilot, stock performance, satellite telecommunication
Funding Momentum ▲ rising
93,886 articles touch this dimension · 38.3% critical tone
20212025
signals: satellite telecommunication, satellite ground stations, satellite telemetry
Growth ▲ rising
146,216 articles touch this dimension · 32.4% critical tone
20212025
signals: vehicle sales forecasts, automotive segment growth, dc fast-charging deployment
Auto Tech jobs in the United States: who is hiring and what they ask for
Reports 24,402 job postings from 805 employers in the past year, where the median advertised salary is $75 k and top skills include Python and SQL.
24,402postings · last 12 months
37,883postings tracked overall
805employers advertising
$75kmedian advertised salary/yr (n=3279)
Demand
The Skills Employers Ask For
What Auto Tech employers in the United States put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
- python448▲
- excel407▲
- sql333▲
- salesforce202▲
- typescript194▲
- aws193▲
- react182▲
- c++172▲
- ai168▲
- microsoft office142▲
What level are these roles?
Entry1,285
Intern362
Senior2,754
Lead1,054
Manager4,642
What they pay, by level
- Manager$110k/yr (n=490)
- Senior$140k/yr (n=271)
- Entry$33k/yr (n=68)
- Lead$125k/yr (n=113)
Most advertised titles
- 369
- 317
- 291
- 271
- 218
- 210
What Auto Tech research in the United States is working on
Shows 3,252 academic papers linked to Indian institutions, with 1,868 identifying opportunities and 126 issuing cautions.
How this field talks about itself
United States-affiliated Auto Tech papers (gold) against all published research (grey)
Breakthrough31.7% · 26.6%1.2×
Promising25.7% · 37.5%0.7×
Descriptive17.0% · 17.2%≈ par
Problem-identifying16.7% · 9.6%1.7×
Cautionary3.9% · 4.3%≈ par
Comparative3.2% · 3.8%0.8×
How the work is done
Methods-led49.4%
Empirical36.9%
Reviews7.7%
Position pieces3.5%
Theoretical2.6%
How the research reads
90% positive · 4% neutral · 6% negative, across 3,252 papers.
The institutions doing the work · United States
- 14k
- 7k
- 7k
- 6k
- 6k
- 5k
ranked by how often their work is cited
Leading researchers · United States-affiliated work
Andreas Geiger · P Lenz · R. Urtasun · Haibo He · Yang Bai · Edwardo A. Garcia · Shutao Li · Pei Sun
The most-cited breakthroughs
- Are we ready for autonomous driving? The KITTI vision benchmark suite · 14k cites
- ADASYN: Adaptive synthetic sampling approach for imbalanced learning · 4k cites
- Scalability in Perception for Autonomous Driving: Waymo Open Dataset · 3k cites
- DeepDriving: Learning Affordance for Direct Perception in Autonomous Driving · 2k cites
- Towards fully autonomous driving: Systems and algorithms · 1k cites
Common problems researchers identify556 papers · 7 recurring themes
Problems · theme 01
Social Inequities and Health Access
120 papers · 21.6% of this block
Researchers highlight disparities in health outcomes for marginalized and immigrant populations.
Humanities · Philosophy · Population · Latin Americans
“Desigualdades sociales en salud en poblaciones inmigradas en España: revisión de la literatura”
120 of these papers raise it as a problem
Problems · theme 02
Deployment and Engineering Barriers
103 papers · 18.5% of this block
Papers flag technical and policy obstacles to scaling autonomous vehicle systems.
Software deployment · Aeronautics · Systems engineering · Transport engineering
“Autonomous Vehicle Safety: An Interdisciplinary Challenge”
103 of these papers raise it as a problem
Problems · theme 03
Human‑Vehicle Interaction Challenges
97 papers · 17.4% of this block
Studies examine perception, decision‑making, and interface issues affecting autonomous transport.
Human–computer interaction · Perception · Transport engineering · Intersection
“Planning and Decision-Making for Autonomous Vehicles”
97 of these papers raise it as a problem
Problems · theme 04
Data Quality and Measurement Limits
89 papers · 16.0% of this block
Works point to gaps in data collection, sensor accuracy, and validation for ADAS technologies.
Cadastre · Disease · Data collection · Qualitative research
“A Progressive Review: Emerging Technologies for ADAS Driven Solutions”
89 of these papers raise it as a problem
Problems · theme 05
Security and Privacy Vulnerabilities
73 papers · 13.1% of this block
Authors raise concerns about cyber‑threats and privacy risks in autonomous driving platforms.
Computer security · Internet privacy · Lidar · Adversarial system
“Autonomous Driving Security: State of the Art and Challenges”
73 of these papers raise it as a problem
Problems · theme 06
Educational and Cultural Gaps
57 papers · 10.3% of this block
Research notes insufficient pedagogical approaches for science and literacy in automotive contexts.
Humanities · Philosophy · Order · Reading
“Toward <scp><i>pedagogías entrenzadas</i></scp>: Braiding critical and asset‐based pedagogies of sciences, languages, and cultural responsiv”
57 of these papers raise it as a problem
Problems · theme 07
Metadata and Institutional Transparency
17 papers · 3.1% of this block
Analyses reveal limited standardisation of bibliometric data and knowledge‑management practices.
Metadata · Volatility · Descriptive statistics · Institutionalisation
“Análisis bibliométrico de Publicaciones Académicas Indexadas en Crossref.org para Gestión del Conocimiento. Informe 18-CR (64/138)”
17 of these papers raise it as a problem
Cautions122 papers · 4 recurring themes
Cautions · theme 01
Traffic Flow and Urban Impact
59 papers · 48.4% of this block
Studies caution that autonomous fleets may reshape congestion patterns and city planning.
Transport engineering · Software deployment · Traffic flow · TRIPS architecture
“Autonomous Vehicle’s Impact on Traffic: Empirical Evidence From Waymo Open Dataset and Implications From Modelling”
59 of these papers raise it as a problem
Cautions · theme 02
Adversarial Perception Risks
27 papers · 22.1% of this block
Papers warn that adversarial attacks can compromise object detection and trajectory prediction.
Adversarial system · Object · Object detection · Perception
“An Analysis of Adversarial Attacks and Defenses on Autonomous Driving Models”
27 of these papers raise it as a problem
Cautions · theme 03
Clinical Assessment Reliability
22 papers · 18.0% of this block
Works caution about variability in cognitive test scoring for medical trials.
Gynecology · Clinical trial · Leukoencephalopathy · Internal medicine
“The ADAS-cog in Alzheimer's disease clinical trials: psychometric evaluation of the sum and its parts”
22 of these papers raise it as a problem
Cautions · theme 04
Design Economics and Data Processing
14 papers · 11.5% of this block
Research highlights cost and methodological concerns in emissions trading and remote sensing data.
Humanities · Capital
“Efectos de elementos de diseño del Programa Nacional de Cupos Transables de Emisión (PNCTE) sobre los precios de los cupos y las emisiones a”
14 of these papers raise it as a problem
Opportunities1,788 papers · 7 recurring themes
Opportunities · theme 01
Robust Anomaly Detection and Edge AI
471 papers · 26.3% of this block
Efforts focus on resilient perception and low‑latency processing for safety‑critical driving.
Anomaly detection · Robustness · Edge computing · Enhanced Data Rates for GSM Evolution
“SteeringNET - A Deep-Learning based Obstacle Avoidance Approach for Autonomous Driving”
Opportunities · theme 02
Collision Avoidance and Eco‑Driving
352 papers · 19.7% of this block
Innovations target emergency maneuvering and energy‑efficient traffic coordination.
Transport engineering · Automotive engineering · Intersection · Control engineering
“Collision Avoidance and Stabilization for Autonomous Vehicles in Emergency Scenarios”
Opportunities · theme 03
Predictive Motion Planning Techniques
240 papers · 13.4% of this block
Research advances model‑predictive control and real‑time trajectory replanning for autonomous navigation.
Trajectory · Control theory · Motion planning · Model predictive control
“Design, Analysis, and Experiments of Preview Path Tracking Control for Autonomous Vehicles”
Opportunities · theme 04
Biomedical Metrics Applied to Vehicles
225 papers · 12.6% of this block
Studies explore novel assessment scales and biological insights for health‑related vehicle monitoring.
Humanities · Philosophy · Coccidioides · CADASIL
“The ADAS‐Cog revisited: Novel composite scales based on ADAS‐Cog to improve efficiency in MCI and early AD trials”
Opportunities · theme 05
Multimodal Sensor Fusion
216 papers · 12.1% of this block
Works develop integrated lidar‑camera pipelines for improved object detection and tracking.
Object detection · Lidar · Object · Sensor fusion
“Fusion of 3D LIDAR and Camera Data for Object Detection in Autonomous Vehicle Applications”
Opportunities · theme 06
Human‑Centric Interaction Models
168 papers · 9.4% of this block
Papers propose conversational interfaces and behavior‑aware prediction to enhance driver‑vehicle collaboration.
Human–computer interaction · Perception · Robot · Systems engineering
“Drive as You Speak: Enabling Human-Like Interaction with Large Language Models in Autonomous Vehicles”
Opportunities · theme 07
Reinforcement Learning for Decision Making
116 papers · 6.5% of this block
Research applies hierarchical and multi‑agent RL to optimise lane changes and cooperative driving.
Reinforcement learning · Reinforcement · Markov decision process · Action
“Attention-Based Hierarchical Deep Reinforcement Learning for Lane Change Behaviors in Autonomous Driving”
Prism
Go deeper on Auto Tech research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
Keep going
Track Auto Tech in the United States beyond this page
Radar finds and filters the companies. Prism watches what is being said about them.
About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering the United States. Counts are of companies we track, not of every company that exists. Updated August 2026.
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