Radar › Companies › Auto Tech · Sweden
Radar · Auto Tech in Sweden

Best Auto Tech Companies in Sweden

The 269 best Auto Tech companies in Sweden in 2026, ranked by funding and momentum. Funding, investors, founders, valuation, tech stack and live signals. Top: Einride.

269companies tracked
$3.9Bdisclosed funding
2unicorns
83have raised

Sweden's Auto Tech sector has attracted $3.9 billion in disclosed funding across 269 tracked companies, and if you want to understand where that capital concentrates, two names do most of the work. Einride has pulled in $652 million, Polestar $550 million, and Voi another $544 million — three companies alone account for roughly half the total pool. That's not a fragmented startup scene. That's a conviction bet on electric and autonomous mobility from investors including Europa, Almi Invest, and the EIC Fund.

The momentum underneath those headline figures is real. Median install growth across automotive and industrial automation apps is running at roughly +22% year-over-year across 552 tracked apps, which tells you user adoption is moving faster than the funding headlines suggest. Hot themes driving new filings are EV powertrain advancements, next-generation EV platforms, and battery technology — I'd argue Sweden is positioned unusually well here given its manufacturing base and regulatory push toward electrification. Two unicorns have already emerged from this cohort. So the question isn't whether Sweden produces serious Auto Tech companies. It's which of the remaining 267 are next.

FLIAR INTELLIGENCE · AUTO TECH × SWEDEN

Our analysis of 223 Auto Tech companies

$72.2b in tracked funding; 88% of the stack-profiled cohort runs cloud-native; funding activity peaked in 2025.

223companies analysed
88%cloud-native stacks
2025funding peak (by rounds)
36unicorns
2018median founding year
833kcombined LinkedIn audience
58%of audience held by top 3
3companies hiring publicly (12 mo)

Ranked: Best Auto Tech companies in Sweden

#CompanyDisclosed fundingLast roundEmployeesFoundedFounderTech stackPatents & IP focusRecent signals
1Einride 🦄
Provider of electric and autonomous freight transportation solutions
$652M3 mo ago5712016Linnea Falck
Co-Founder
WebflowSalesforceVimeo+1965 patents
Autonomous freight vehicle operation, fleet management, and electric routing systems
1 partnership
2Polestar
Manufacturer of electric cars
$550M4 mo ago2,3771996Diana Pralea
CEO Office
DrupalApple iCloud MailMicrosoft 365+21—1 expansion · 1 award
3Voi 🦄
App-based platform offering electric kick-scooter rental services
$544M27 mo ago1,0002018Adam Jafer
Co-Founder
Apple iCloud MailGoogle WorkspaceRuby+21——
4NEVS
Manufacturer of electric autonomous cars
$500M99 mo ago3402012Kai Jiang
Founder & CEO
WordPress Block EditorElementorWordPress+22——
5Volta Trucks
Developer of electric trucks
$386M39 mo ago132019Carl Norden
Founder
WordPressApple iCloud MailMicrosoft 365+37——
6Veoneer
Provider of tech-enabled vision based ADAS and autonomous vehicle solutions
$209M63 mo ago781
781 → 1,891 (+142%)
2018Nik Endrud
CEO
DrupalApple iCloud MailMicrosoft 365+15—6 job openings · 1 award
7Cabonline
Online platform to book and pay for taxis
$189M108 mo ago1612009—SentryApple iCloud MailMicrosoft 365+22——
8Heart Aerospace
Developer of electric aircraft for regional air travel and transport
$154M28 mo ago1302018Anders Forslund
Co-Founder & CEO
WordPressApple iCloud MailMicrosoft 365+2528 patents
Electric aircraft power distribution and thermal management systems for hybrid/electric propulsion
1 internship
9CTEK
Provider of Electric vehicle charging solutions
$123M57 mo ago51997Bengt Wahlqvist
Founder
SentryApple iCloud MailMicrosoft 365+31——
10X Shore
Manufacturer of electric boats
$113M25 mo ago1102016Konrad Bergstrom
Founder & President
StoryblokApple iCloud MailMicrosoft 365+20——
11Candela
Manufacturer of hydrofoiling electric boats and ferries for water transport
$94M3 mo ago4002014Gustav Hasselskog
Founder & CEO
WordPressApple iCloud MailMicrosoft 365+28—1 launch
12CAKE
Manufacturer of electric motorbikes
$74M56 mo ago1822016Nils Ytterborn
Co-Founder
Node.jsSalesforceReact+23——
13Tobii
Provider of eye-tracking software and hardware
$72M116 mo ago5432001Anand Srivatsa
CEO
Cart FunctionalityWooCommerceWordPress+481,059 patents
Eye-tracking hardware/software for gaze detection, head pose, and AR/VR interaction
1 partnership
14Charge Amps
Provider of electric vehicle charging products, services, and related accessories
$44M50 mo ago12012Boel Swartling
Co-Founder
WordPressMySQLRedis+3113 patents
EV charging connectors and sockets with integrated visual status indicators.
—
15Kognic
Provider of SaaS-driven software to improve perception performance for autonomous mobility
$40M22 mo ago1012018Daniel Langkilde
Co-founder & CEO
HubSpot CMS HubEnvoyAtlassian Statuspage+24—1 award
16Legora Law
Provider of electric scooters and bikes for urban transportation solutions
$36M23 mo ago——Max Junestrand
Co-Founder & CEO
———
17Greater Than
Provider of AI-powered platform for road safety and climate impact
$19M44 mo ago352004Anders Lindelof
Co-Founder
WordPressMySQLPHP+1820 patents
Driver performance analytics and safety monitoring for fleet and commercial vehicles
—
18Vässla
Developer of electric-two wheelers
$17M60 mo ago312017—Cart FunctionalityShopifyApple iCloud Mail+32——
19Blinto
Online platform providing used multi category vehicles
$11M39 mo ago402018—WordPressApple iCloud MailGoogle Workspace+24——
20Phyron
Platform offering AI powered ad campaign management software for auto dealers
$11M23 mo ago282018Per Laredius
Sales Director
PrismicApple iCloud MailGoogle Workspace+28—1 launch
21Movimento
Vehicle network tools providing OTA software updates for connected cars
$10M228 mo ago852003————
22Radinn
Electric wakeboard developer
$7M72 mo ago752013—Cart FunctionalitySquarespace CommerceSquarespace+1023 patents
Electric personal watercraft propulsion, battery integration, and safety/control systems
—
23STILRIDE
Manufacturer of electric scooters
$7M43 mo ago262019—SanityZohoNode.js+2124 patents
Automated robotic sheet‑material processing and control for flexible manufacturing panels
—
24Elonroad
Road-embedded EV charging infrastructure
$5M41 mo ago292014Kim Svedmark
Co-Founder & CIO
StoryblokNode.jsRadix UI+1486 patents
In-road conductive power rails and control systems for dynamic vehicle charging
2 partnerships
25Hövding
Air-bag helmets for bikes
$4M98 mo ago372005—Cart FunctionalityShopifyTailwind CSS+15—2 partnerships
26Omocom
Software suite for the insurance industry
$4M73 mo ago312017Ola Landstrom
CEO
WordPressMySQLPHP+10—1 partnership
27Woshapp
Online platform to book car wash service
$4M78 mo ago242016Mark Owuya
Co-Founder & Cto
———
28Uniti
Developer of premium electric cars
$4M33 mo ago152016Lewis Horne
Founder & CEO
———
29Smart Eye
AI-powered driver monitoring system for vehicles
$4M101 mo ago2741999Martin Krantz
Founder & CEO
WordPressMySQLPHP+2762 patents
Eye‑tracking and gaze detection systems for driver monitoring and biometric authentication
—
30Pelagicore
Automotive infotainment platform based on open source software
$3M177 mo ago122009————
31Chassis Autonomy
Developer of the fail-operational steering system for autonomous vehicles
$3M42 mo ago202021——55 patents
Electronic steer‑by‑wire steering assemblies and actuators for automotive chassis control
—
32Elforest Technologies
Electric drive system for forestry machines
$3M191 mo ago42006Roger Gustavsson
Co-Founder
—3 patents
Advanced hydraulic powertrain and modular electro‑hydraulic energy generation for vehicles
—
33Waybler
Electric vehicle charging solution
$2M95 mo ago242015Kurt Hognelid
Co-Founder & CEO
Node.jsThree.jsBootstrap+1413 patents
Integrated street curbstones with built‑in EV charging and dynamic power distribution
—
34Parkamo
App-based platform for parking space booking
$2M55 mo ago62017————
35Ellwee
Manufacturer of electric ATVs
$2M71 mo ago162015Viggo Hansson
Co-Founder
———
36Alelion Energy Systems
Manufacturer of lithium ion batteries
$2M90 mo ago452006—WordPress Block EditorWordPressMySQL+935 patents
Battery management and health monitoring for industrial vehicle and grid storage systems
—
37RemotiveLabs
Provider of automotive parts designing services
$2M24 mo ago102019Per Sigurdson
Co-Founder & CEO
WordPress Block EditorWordPress Site EditorWordPress+27—1 partnership
38Imagimob
Sensor fusion systems for learning movements
$2M102 mo ago122013Anders Hardebring
CEO at Imagimob
PHPUbuntuCaddy+186 patents
AI-driven motion pattern generation from accelerometer and sensor data
1 launch
39Southern Lights
Green hydrogen projects assessment solution
$2M26 mo ago32022Anton Frisk
Co-Founder
WordPressMySQLPHP+21——
40Leaseonline
Online private leasing
$2M120 mo ago32014Sverker Andersson
Co-Founder & CEO
———
41SL
Public transportation information provider & ticket booking platform in Stockholm
$1M75 mo ago61995—SkolengoContentfulMariaDB+13——
42Nortical
Provider of software solutions to improve battery efficiency
$1M67 mo ago122019Axel Kullander
Co-Founder & CEO
———
43Velove Bikes
Cargo bicycle and green cargo transportation vehicles
$1M79 mo ago822015Johan Erlandsson
Co-Founder & CEO
WebflowSentryWistia+19——
44Clean Motion
Manufacturer platform focusing on commercial and light vehicles
$1M24 mo ago62010—WordPressMySQLPHP+2411 patents
Three‑wheel vehicle steering mechanisms and impact‑protective driver compartment designs
1 expansion
45Univrses
Computer vision and artificial intelligence software for autonomous driving and smart cities
$700K1 mo ago572015Ricky Helgesson
Founder & Chairman
RubyAnimate.cssTailwind CSS+1410 patents
Patents concentrated in electrical & electronics
2 partnerships
46Heap Carsharing
App-based P2P self-drive-car-rental platform
$655K53 mo ago172010Carl Tornstrom
Co-Founder & CEO
———
47Detecht
App-based platform for crash detection
$400K1 mo ago182018Niklas Ohlsson
Co-Founder & CEO
FirebaseReactHSTS+3——
48Bzzt
Electric auto rickshaw hailing app
$218K34 mo ago542014————
49Tickital
Peer-to-peer mobile application that enables the renting and leasing of digital tickets for public transport
$159K9 mo ago—2020Saliou Conteh
Founder & CEO
WordPress Block EditorWordPressMySQL+18——

Top 12 Auto Tech companies in Sweden

#1
Einride 🦄
Series E · Stockholm, Stockholm County · founded 2016 · 571 employees
$652.3Mraised
▾

Provider of electric and autonomous freight transportation solutions. It integrate smart vehicles, AI-powered logistics software, and charging infrastructure for sustainable road freight operations. It combines autonomous vehicles, electric trucking operations, intelligent charging infrastructure, and AI-powered fleet management software into a unified logistics ecosystem. Its solutions optimize freight movement through real-time data analysis, route management, energy optimization, and operational automation, enabling businesses to reduce emissions, improve efficiency, and transition toward sustainable transportation at scale across global markets.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 69k LinkedIn followers — 8.2% of this cohort's audience
Activity: 1 partnerships (incl. Scan Sverige AB) announced in 12 mo
Funding rounds
  • Feb 2026Series E$113M
  • Oct 2025Series D$100M
  • Aug 2023Series C—
  • May 2023Grant (prize money)$15M
Founders & team
Linnea FalckCo-FounderRoozbeh CharliCEO
Investors
Ericsson, Norrsken VC, NordicNinja, EQT, Europa, Temasek
Tech stack
CloudflareCloudflare Bot ManagementContentfulCookiebotCore-JsDivi
#2
Public · Torslanda, Vastra Gotaland County · founded 1996 · 2377 employees
$550Mraised
▾

Manufacturer of electric cars. It develops two models of electric cars Polestar 1, and Polestar 2. They provide product features like Bluetooth connectivity, digital keys, app integration for settings configuration, an in-built infotainment system with google apps, speech recognition technology, rear, and front axle electric motors, and more.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 342k LinkedIn followers — 41.0% of this cohort's audience
Activity: 1 awards · 1 expansions announced in 12 mo
Funding rounds
  • Feb 2026Post IPO$400M
  • Jun 2025Post IPO$200M
  • Feb 2024Conventional Debt$950M
  • Nov 2022Conventional Debt$1.6B
Founders & team
Diana PraleaCEO OfficeThomas IngenlathCEO
Investors
Standard Chartered, ING, Nordea, Citi, Chongqing Chengxing Equity Investment Fund, Zibo Financial Holding
Tech stack
Acquia Cloud PlatformAcquia Cloud Site FactoryAmazon AlbAmazon CloudfrontAmazon S3Amazon Ses
#3
Acquired · Stockholm, Stockholm County · founded 2014 · 400 employees
$94Mraised
▾

Manufacturer of hydrofoiling electric boats and ferries for water transport. The company is pioneering the future of waterborne public transport with electric hydrofoil ferries that combine zero emissions, high speed, and exceptional energy efficiency.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 42k LinkedIn followers — 5.1% of this cohort's audience · 176 engagements/post (4.3× cohort median)
Activity: 1 product launches announced in 12 mo
Funding rounds
  • Mar 2026Series D$32M
  • Aug 2025Series C$8.1M
  • Nov 2024Series C$14M
  • Mar 2024Series C$26.7M
Founders & team
Gustav HasselskogFounder & CEO
Investors
Groupe Beneteau, EQT, SEB, KanDela AB, Oceanzerollc, IFC
Tech stack
Animate.CssApache Http ServerApple Icloud MailAutoptimizeCloudflareCloudflare Bot Management
#4
Voi 🦄
Series D · Stockholm, Stockholm County · founded 2018 · 1000 employees
$544.3Mraised
▾

App-based platform offering electric kick-scooter rental services. It provides a mobile app that allows users to find and rent electric kick scooters nearby. The users can unlock the kick scooters through a QR code and after riding they can park it at any valid place. The mobile application is available for iOS users.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 55k LinkedIn followers — 6.6% of this cohort's audience
Funding rounds
  • Mar 2024Series D$25M
  • Mar 2024Conventional Debt—
  • Dec 2021Series D$115M
  • Aug 2021Series C$45M
Founders & team
Adam JaferCo-FounderDouglas StarkCo-FounderFredrik HjelmCo-Founder & CEO
Investors
VNV Global, The Raine Group, Nineyards Equity, Balderton Capital, Creandum, Stena Sessan
Tech stack
AccessibeAdjustAmazon S3Amazon Web ServicesAnimate.CssApple Icloud Mail
#5
Seed · Stockholm, Stockholm County · founded 2015 · 57 employees
$700Kraised
▾

Computer vision and artificial intelligence software for autonomous driving and smart cities. It is a 3D computer vision and machine learning company that offers real time roads and area monitoring solutions by positioning for AR/VR and uses a smartphone's camera, accelerometer, and gyroscope to track 2D and 3D objects, users, and drone position. It incorporates computer vision technology to track camera movements in drones and recalculates this information to replicate motion in VR. It manages cities, infrastructure, and road assets.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 3k LinkedIn followers
Activity: 2 partnerships (incl. Pirelli (Univrses)) announced in 12 mo
Funding rounds
  • Apr 2026Seed—
  • Aug 2016Seed$700K
  • 2015Seed—
Founders & team
Ricky HelgessonFounder & ChairmanJonathan SelbieCEO
Investors
Almi Invest, Reaktor Ventures, Pirelli, Yobi Partners, MobilityXlab
Tech stack
Animate.CssBootstrapContact Form 7CookieyesFont AwesomeGoogle Analytics
#6
Seed · Gothenburg, Vastra Gotaland County · founded 2018 · 18 employees
$400Kraised
▾

Detecht is an app-based platform for crash detection of motorcyclists. It uses the crash algorithm which automatically detects the accident by the sensor in the mobile phone and automatically makes an emergency call to the users' family or friends. It also offers features like route navigation, driving analytics, etc. The mobile app is available for both Android and iOS devices.

Funding rounds
  • May 2026Seed$468.3K
  • Nov 2019Seed$400K
Founders & team
Niklas OhlssonCo-Founder & CEO
Investors
Chalmers Ventures, Almi Invest, ATM Venture Capital
Tech stack
FirebaseGoogle WorkspaceHstsHttp/3PwaReact
#7
Series A · Gothenburg, Vastra Gotaland County · founded 2018 · 101 employees
$40.3Mraised
▾

Provider of SaaS-driven software to improve perception performance for autonomous mobility. It offers a platform to develop and validate a safe perception system to enable autonomous driving that includes annotation tools specialized for automotive sensors, filtering, and tracking of data, and perception analytics that enables their clients to save costs and time.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 8k LinkedIn followers
Activity: 1 awards announced in 12 mo
Funding rounds
  • Aug 2024Series A$9.5M
  • Feb 2022Series A$24M
  • Sep 2020Seed$6.8M
Founders & team
Daniel LangkildeCo-founder & CEOOscar PeterssonCo-Founder
Investors
Stena Sessan, Ernström & C:o, Metaplanet, NordicNinja, Neudi, BaltCap
Tech stack
Animate.CssApple Icloud MailAtlassian StatuspageCdnjsCloudflareCloudflare Bot Management
#8
Series B · Lidingo, Stockholm County · founded 2016 · 110 employees
$113.1Mraised
▾

Manufacturer of electric boats The company develops various models of electric boats with features like electric motors, lithium-ion battery capacity, touchscreens, remote keys, and anti-theft solutions.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 28k LinkedIn followers — 3.4% of this cohort's audience
Funding rounds
  • Apr 2024Series B$9.1M
  • Apr 2023Series B$28.9M
  • Apr 2022Series B$50M
  • Apr 2021Series A$17.8M
Founders & team
Konrad BergstromFounder & PresidentRené HansenChief Executive Officer
Investors
Team Europe, SEB, Hi8Capital, Roccen Venture Studio, Centripetal
Tech stack
Apple Icloud MailCloudflareCloudflare Bot ManagementGatsbyGodaddyGoogle Tag Manager
#9
Series B · Gothenburg, Vastra Gotaland County · founded 2018 · 130 employees
$154.2Mraised
▾

Developer of electric aircraft for regional air travel and transport. The company focuses on creating electric airplanes with zero operational emissions for short routes. It designs aircraft to operate on shorter runways, enabling access to smaller airports. The company aims to reduce door-to-door travel times and total operating costs.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 70k LinkedIn followers — 8.4% of this cohort's audience · 169 engagements/post (4.1× cohort median)
Funding rounds
  • Feb 2024Series B$107M
  • Jun 2023Grant (prize money)$252.5K
  • Nov 2022Grant (prize money)$51.8K
  • Sep 2022Series A$10M
Founders & team
Anders ForslundCo-Founder & CEOCole RandleChief Of Staff And Head Of Corporate Affairs
Investors
Breakthrough Energy, Lowercarbon Capital, Mesa Airlines, EQT, Y Combinator, Europa
Tech stack
AddtoanyAddtoany Share ButtonsAmazon Web ServicesAnime.JsAosApple Icloud Mail
#10
Funding Raised · Stockholm, Stockholm County
$36Mraised
▾

Provider of electric scooters and bikes for urban transportation solutions. The company develops electric scooters and bikes designed for use in urban environments. These products enable users to address last mile transportation needs. The company's offerings provide a low carbon transportation alternative.

Founders & team
Max JunestrandCo-Founder & CEOSigge LaborCo-Founder & CTOAugust ErseusCo-Founder
Investors
Redpoint Ventures, Y Combinator, Benchmark, Wayfinder, Alt Capital, Hummingbird Ventures
#11
Series C · Stockholm, Stockholm County · founded 2019 · 13 employees
$386Mraised
▾

Developer of electric trucks. The company manufactures electric trucks with features like 160-200 kWh battery size, 8,600 kg payload, biodegradable and vegan body construction, low driver cabins, electrified fleets, drivetrains, and more.

Funding rounds
  • Mar 2023Grant (prize money)$15.9M
  • Nov 2022Series C$62.3M
  • Feb 2022Series C$260M
  • Sep 2021Series B$43.7M
Founders & team
Carl NordenFounderEssa SalehCEO
Investors
Luxor Capital Group, Proterra, Agility, Byggmastare Anders J Ahlstrom Holding, WayPoint Capital Partners, Bund.de
#12
Series B · Stockholm, Stockholm County · founded 2018 · 28 employees
$10.8Mraised
▾

Platform offering AI powered ad campaign management software for auto dealers. The platform converts data into images and videos for website, online marketplace, and social media. It enables dealers to promote added services such as leasing offers and soft selling points. It offers real-time video updates, video sharing, customer engagement, lead generation, and more. It automates the generation of videos and images for car listings.

LinkedIn Pulse recent public activity · Jul 2026
Audience: 4k LinkedIn followers
Activity: 1 product launches announced in 12 mo
Funding rounds
  • Jul 2024Series B$10.8M
  • Jul 2023Series A—
  • Aug 2020Seed—
  • Mar 2020Grant (prize money)$55.3K
Founders & team
Per LarediusSales DirectorJohan SundstrandCo-founder & CEO
Investors
Round2 Capital Partners, Peter Vardy, EIC Fund, Europa, Confidus Venture Capital
Tech stack
AdformAmazon Web ServicesAnimate.CssApple Icloud MailCloudflareCloudflare Bot Management

Funding & investor landscape

$3.9Btotal disclosed funding
67companies funded
158disclosed rounds
2rounds last 90 days
Most active investors
Europa20 rounds
Almi Invest19 rounds
EIC Fund10 rounds
Ideon Innovation7 rounds
MobilityXlab7 rounds
Chalmers Ventures5 rounds
Aggregate Media4 rounds
EQT4 rounds
Fouriertransform4 rounds
Norrsken VC4 rounds

Notable founders

Linnea Falck
Co-Founder · Einride
Roozbeh Charli
CEO · Einride
Diana Pralea
CEO Office · Polestar
Thomas Ingenlath
CEO · Polestar
Gustav Hasselskog
Founder & CEO · Candela
Adam Jafer
Co-Founder · Voi
Douglas Stark
Co-Founder · Voi
Ricky Helgesson
Founder & Chairman · Univrses
Jonathan Selbie
CEO · Univrses
Niklas Ohlsson
Co-Founder & CEO · Detecht
Daniel Langkilde
Co-founder & CEO · Kognic
Oscar Petersson
Co-Founder · Kognic
Prism market signals · Sweden · country-scoped Prism corpus, 861,942 docs

Market landscape — 10 sub-themes by coverage

Share of Auto Tech coverage by sub-theme.

Regulatory-risk over time rising

Funding & growth over time

funding rising · growth rising

RESEARCH SIGNALS · Sweden

How research on Autonomous Vehicles is moving in Sweden

A read on the academic research around Autonomous Vehicles — which themes are gaining ground, the institutions and researchers driving them, and how the tone is shifting. Based on 219 Sweden-affiliated papers.

research sentiment over time
201920232025
enthusiastic · positive · guarded tone
Tone is overwhelmingly optimistic and steady — the enthusiastic (strongly-positive) share moved 35% → 36% across 2019–2025.
top research entities
  • Chalmers University of Technology53
  • KTH Royal Institute of Technology35
  • Volvo19
  • Lund University19
  • Linköping University15
leading researchers
Paolo Falcone · Christian Berger · Erik Frisk · Jonas Mårtensson · Qunying Song · Mehdi Imani · Jie Zhu · Kun Gao
▲ Breakthroughs60 · 27%
▲ 0%→29% share
4 median citations87% since 2021mostly methods-led
Computer vision research is surging — 12 brand-new Swedish AV papers pushed field-share from 0% to 29%.
rising sub-themes (early→recent)
  • Computer vision13
  • Human–computer interaction8
  • Perception5
  • Computer graphics (images)5
  • Reinforcement learning4
Newly emergingComputer vision 0→12 · Human–computer interaction 0→8 · Perception 0→5
Landmark Combining Planning and Deep Reinforcement Learning in Tactical Decision Making for Autonomous Driving · 296 cites
◆ Advancements87 · 40%
▲ 0%→39% share
7 median citations75% since 2021mostly methods-led
Transport engineering papers rose from 1 to 9, driving Swedish AV advancements share from 0% to 39%.
rising sub-themes (early→recent)
  • Transport engineering1→9
  • Automation1→4
Newly emergingHuman–computer interaction 0→7 · Reinforcement learning 0→5
Landmark Real-time indoor autonomous vehicle test environment · 410 cites
▼ Concerns48 · 22%
▲ 0%→22% share
2 median citations77% since 2021mostly empirical
Humanities and context concerns are newly emerging — 6 and 5 brand-new papers signal growing scrutiny of Swedish AV research.
rising sub-themes (early→recent)
  • Context (archaeology)7
  • Humanities6
  • Human–computer interaction4
  • Field (mathematics)3
  • Transport engineering3
Newly emergingHumanities 0→6 · Context (archaeology) 0→5
Landmark A Systematic Literature Review About the Impact of Artificial Intelligence on Autonomous Vehicle Safety · 144 cites
RESEARCH HOTSPOTS · Sweden

Where autonomous vehicles is researched across Sweden

Location clusters by institution affiliation — each city's volume, stance tone, and a quick read on its hot topic, what's advancing, the opening opportunity, and the main concern.

Gothenburg71 · +0.49
Hot · SoftwareAdvancing · Vehicle dynamicsOpportunity · Traffic flow (computer networking)
Stockholm48 · +0.47
Hot · TrajectoryAdvancing · TruckOpportunity · Random forest
Lund19 · +0.23
Opportunity · Identification (biology)
Linköping19 · +0.46
Hot · Human–computer interactionAdvancing · TruckOpportunity · Motion (physics)
Uppsala11 · +0.38
Opportunity · Transparency (behavior)
Luleå7 · +0.16
Opportunity · Blame

Common questions

How many Auto Tech companies are there in Sweden?
Radar tracks 269 indexable Auto Tech companies headquartered in Sweden that meet our profile-completeness bar.
What is the total funding raised by Auto Tech companies in Sweden?
The Auto Tech companies in Sweden on this list have raised a combined $3.9B in disclosed equity funding across 67 funded companies.
Which is the highest-funded Auto Tech company in Sweden?
Einride is the highest-funded Auto Tech company in Sweden, with $652.3M in disclosed equity funding.
How many Auto Tech companies in Sweden are funded?
67 of the 269 Auto Tech companies in Sweden on this list have disclosed at least one equity funding round.
How many Auto Tech unicorns are there in Sweden?
2 Auto Tech companies in Sweden on this list are valued at $1B or more.
Who are the top investors in Sweden Auto Tech companies?
The most active investors in Sweden Auto Tech companies on this list include Europa, Almi Invest, EIC Fund, Ideon Innovation, MobilityXlab.
Riya SenguptaFinancials

Riya reads income statements for fun. She covers the real money in a sector — revenue, growth, who actually earns — and never met a vague claim she didn't want a number for.

Coming soon