Startups

How XVision AI Is Building Smarter, Safer Roads

The Australian startup uses edge AI to detect near misses, analyse traffic risks and help road infrastructure respond in real time.

Updated

September 3, 2026 4:08 PM

XVision’s roadside device uses computer vision to help intersections respond to traffic in real time. IMAGE: XVISION AI

According to Australian government figures, 1,326 people died on Australian roads in the 12 months to July 2026, up 0.9% from the previous 12-month period. The latest available national data also shows that road crashes led to around 36,000 hospitalised injuries. Yet many near misses are never reported.

Consider a driver turning across a pedestrian crossing without noticing someone still on the road. They miss each other by a few seconds. No one is injured, and the incident is soon forgotten. For transport authorities, however, that near miss could be an early warning of a dangerous intersection.  

Australian intelligent transport startup XVision AI wants to help road authorities capture these warning signs and respond earlier. “We’re trying to create the intelligence layer for roads and infrastructure,” founder Simon Maselli says. His goal is to build smart road infrastructure that can see what is happening, understand the risks and take action when necessary.

Founded in 2023, XVision AI develops AI-powered traffic management systems for governments, transport agencies and infrastructure operators. Its technology monitors how vehicles, cyclists and pedestrians move through intersections, roads and work zones. It can count and classify road users, measure traffic speeds and queues and identify potentially dangerous interactions in real time.

Maselli came to road technology through engineering, industrial systems and testing. He previously worked on complex projects for companies including BHP Group, a major Australian multinational mining and metals corporation. He also spent time at Keppel FELS in Singapore, where he was involved in certification, approvals and scientific testing for ships.

The idea for XVision came after Maselli started his own testing company about ten years ago. One customer relied on an infrastructure system assembled from components made by several vendors. When the original provider failed to service it properly, the customer asked Maselli’s company to reproduce it.

His team succeeded, but the replacement inherited the same fundamental problem: it was large, complicated and made up of too many separate components. Maselli saw a similar pattern in road infrastructure, where one product might handle detection, another communication and additional equipment that allows for the connections between them.  

“I thought there had to be a smarter way to put all those parts into one small device,” Maselli recalls. The solution also had to be easy to install without extensive roadworks, expensive components or several suppliers. That thinking eventually led to EagleEye, XVision AI’s flagship road intelligence system.  

EagleEye uses two camera lenses to create a three-dimensional view of the road. Unlike an ordinary camera that only records footage, the device uses edge AI to process what it sees locally. It detects road users, follows their trajectories and analyses how they interact.

Maselli describes its functions in three stages: perception, thinking and communication. The system first identifies vehicles, pedestrians and cyclists. It then examines their speed, direction and behaviour. Finally, it can communicate with roadside infrastructure such as traffic controllers and digital signs, as well as vehicles equipped with vehicle-to-everything technology, commonly known as V2X.

For example, if a vehicle approaches a conflict area — the part of an intersection where different paths cross — at a dangerous speed, EagleEye could keep other approaches on red until it passes. If pedestrians have not finished crossing, the system could hold conflicting traffic for longer. Connected vehicles could also receive warnings about hazards or people their drivers cannot yet see.  

These applications reflect Maselli’s vision for more proactive road safety. Authorities often rely on crash reports to identify dangerous locations, meaning someone may need to be injured before a problem receives attention. Short traffic surveys offer useful information, but they can miss changing road conditions and near misses that occur outside the survey period.

XVision AI aims to give traffic engineers a continuous view of movement, congestion and risk. Near-miss data could help them identify recurring conflicts, adjust signal timing or investigate an intersection before a serious collision occurs. Maselli puts the motivation simply: “One death on the road is too many.”

The company is also addressing the fragmented nature of traffic infrastructure. A single intersection may use road loops, radar, cameras, thermal sensors and analytics software from different suppliers. Bringing these systems takes time and can make upgrades expensive. Maselli estimates that a typical road upgrade in Australia can cost around AUD1.4 million and take 18 months.

EagleEye combines several of these functions inside one unit mounted on an existing pole and connects to the traffic controller. Maselli says installation only take a couple of hours, reducing the need for disruptive civil works. Although EagleEye may cost more than an individual conventional sensor, XVision argues that it can lower the overall cost by replacing several separate systems.

The software behind the hardware may be the company’s strongest commercial advantage. Customers begin with basic traffic analytics and data collection, then activate more applications on the same device. XVision has developed around ten modules, including adaptive signal control and traffic enforcement functions.

Its strongest commercial advantage is, however, the software behind the hardware. Customers begin with basic analytics and data-collection functions, then activate additional applications on the same device. XVision has developed around ten modules, including functions for adaptive signal control and traffic enforcement.

“The important thing to remember is that the hardware is only part of the business,” Maselli says. “Our core business is selling software modules.”

He calls the model “software-defined infrastructure”. Conventional road equipment is usually installed for a fixed purpose and may remain unchanged for years. XVision’s devices can receive new functions through software updates, allowing road authorities to expand their systems without repeatedly replacing roadside hardware.

The wider XVision AI platform includes two other devices. “Scout” is a smaller, solar-compatible sensor designed for quick deployment along roads and corridors. It cannot directly control traffic equipment like EagleEye, but it can collect traffic data and support wireless V2X communication. “Outpost”, on the other hand, places similar technology on a portable trailer, making it suitable for roadworks, temporary traffic studies and work zones. XVision Command brings information from these sites into one platform for monitoring, analysis and reporting.

By June 2026, Maselli said XVision had secured around 190 paid deployments across five Australian states and territories, along with six international pilots. The company has also tested its technology in Vietnam and Thailand.

Nevertheless, expanding into more markets will require more than accurate AI. Traffic enforcement and control systems must meet technical standards that differ between countries and sometimes between states. Some XVision modules, including speed enforcement, red-light enforcement and seatbelt detection, still require regulatory approval before customers can activate them.  

Certification is costly and time-consuming, but it could strengthen XVision’s position once the necessary approvals are in place. Maselli describes the enforcement applications as the company’s “highest-value modules”. He estimates that certification could add AUD25 million in lifetime value across its existing deployments without installing new devices, though this remains the company’s own projection.

“Once we’re certified, we’re no longer competing in that highly competitive segment,” Maselli says. “We move into blue-ocean territory.” In practical terms, approval would allow XVision to compete in a more specialised market with fewer certified rivals.

As with any surveillance technology, privacy presents another challenge. Roadside cameras can make members of the public uncomfortable, even when they are being used for traffic analysis rather than surveillance. To address this, XVision works with customers to display signs explaining why the equipment is present. Its system also blurs video and displays it at low resolution by default, while access to identifiable, high-resolution footage requires additional authorisation.

Maselli views Australia as a proving ground for a much larger market. He sees opportunities in India, Vietnam and Thailand, where governments are investing in traffic technology. The U.S. is another target because of its larger infrastructure budgets and growing demand for connected road systems.

XVision AI still has to navigate government procurement, regulatory approval and competition from established traffic-equipment suppliers. Supporting physical devices across several countries will also be harder than expanding a cloud-based software platform.

Its advantage lies in how the technology was developed. XVision grew from years of solving practical infrastructure problems, including the fragmented system that first convinced Maselli there had to be a simpler approach. If the company succeeds, near misses that once disappeared without a trace could become the evidence road authorities need to prevent the next crash.

Keep Reading

Hong Kong

Startup Funding in Hong Kong: University Programmes for Student Founders and Early-Stage Startups

If you are building a startup in Hong Kong, your first source of support may be closer than you think.

Updated

August 10, 2026 5:56 PM

Main Building of the University of Hong Kong. PHOTO: ADOBE STOCK

Across Hong Kong’s public universities, entrepreneurship is now part of the campus ecosystem. Many universities offer startup funding, mentorship, training, workspace, investor access and pathways into larger incubation programmes such as Hong Kong Science and Technology Park (HKSTP) and Cyberport.

For student founders, researchers and alumni, this can be a useful place to begin. You may be able to test an idea, build a prototype, form a company or apply for early funding through your own university before looking for external investors.  

The challenge is knowing where to start. Each university has its own startup programmes, eligibility rules and funding structure. Some are designed for student ideas. Others are built for research commercialization, deep tech ventures or startups already preparing to raise investment. Below is a practical guide to startup support and university startup funding at five major publicly funded universities in Hong Kong.

The University of Hong Kong (HKU): Startup support for student founders, deep tech and research commercialization
The Centennial Campus of the University of Hong Kong. PHOTO: ADOBE STOCK

HKU offers a wide range of entrepreneurship support through HKU Techno-Entrepreneurship Core, also known as HKU TEC. Its programmes cover early ideas, deep tech projects, Greater Bay Area (GBA) expansion, research commercialization and investor matching.

HKU is especially relevant for founders working with university research, intellectual property or technology-led business ideas. It also has entry-level support for students and graduates who are still testing an idea.

HKU startup programme Who it is for Funding or investment Key eligibility points Main support
HKU SEED Programme Early-stage student and graduate startup ideas Opportunity to receive up to HK$100,000 through the HKSTP Ideation Programme The principal applicant must be an HKU member with at least 20% ownership. Open to individual, team or Hong Kong company applicants. Three-week entrepreneurship training, coaching, HKSTP Ideation pathway, iDendron membership for awardees, networking and competition nomination.
HKU DeepTech100+ Deep tech projects and research-backed startups Up to HK$1.39 million The person-in-charge must be an HKU member with at least 20% ownership, or the startup must be an HKU IP licensee. One-year HKU TEC and HKSTP co-incubation, training, HKSTP facilities, iDendron membership and fast-track route to HKSTP incubation.
Tech-Up GBA Innovators Programme HKU-linked startups expanding into the Greater Bay Area Up to HK$600,000, including grant and interest-free loan components The startup team must include HKU linkage or HKU IP. Young entrepreneur rules (e.g. the PIC and core team members must be between the ages of 18 and 39) also apply. Up to two years of mentorship, GBA training, workspace in Hong Kong and Shenzhen/Qianhai, professional services and market access support.
TSSSU@HKU (Technology Start-Up Support Scheme for Universities) HKU technology startups moving toward HK$400,000 to HK$1.5 million per year, for up to three years under each track The applying startup must have at least two members. The PIC must be an HKU student, staff member or alumnus. HKU members must hold at least 20% ownership in total. R&D funding, business setup support, iDendron membership, networking and possible Qianhai grant matching.
HKU Entrepreneurship Engine Fund (EEF) HKU-linked startups raising seed to Series A capital Investment partners may invest US$0.5 million to US$5 million At least 20% ownership must be held by HKU members, or the startup must license HKU IP. Connection to EEF investment partners for independent evaluation.
iDendron@HKU HKU founders needing workspace and community support Not applicable HKU-linked founders and eligible startups. Co-working space, hot desks (HK$900 for six months), meeting rooms, mentoring, events and startup community access.

Best fit: HKU works well for student founders, researchers and alumni who want a structured route from idea stage to technology commercialization.

City University of Hong Kong (CityUHK): HK Tech 300 and a clear startup pathway
City University of Hong Kong. PHOTO: ADOBE STOCK

CityUHK’s main startup platform is HK Tech 300. It is one of the clearest university startup pathways in Hong Kong because it is built in stages: training, seed funding, angel investment and access to external funding.

The programme is open to CityUHK students, alumni, research staff and members of the public using CityUHK intellectual property or technology.

CityUHK startup programme Who it is for Funding or investment Key eligibility points Main support
HK Tech 300 Training Teams learning startup basics Sponsored training worth more than HK$10,000 per project team Open to eligible CityUHK-linked teams and external founders using CityUHK IP or technology. Startup basics, business plan development, pitching and team formation.
HK Tech 300 Seed Fund Early teams turning ideas into startups HK$100,000 per successful team Person-in-charge must show association with CityUHK. 6 to 12 months of funding support, product development milestones and preparation for Angel Fund application.
HK Tech 300 Angel Fund Startups ready to validate a business model Up to HK$1 million angel investment Usually for eligible teams after Seed Fund progress or equivalent readiness. Business model validation, MVP development, investor exposure and incubation support.
HK Tech 300 Launching Stage Startups ready for larger support Access to external funds of up to HK$10 million For eligible startups after the incubation phase. Referrals to ITC, HKSTP, Cyberport and other partner programmes.
HK Tech 300 International and National Startup Competitions Startups entering CityUHK’s ecosystem through competitions Competition-linked opportunities, including access to HK Tech 300 support Competition-specific rules apply. Pitching, exposure, business matching and possible funding pathways.

Best fit: CityUHK is a strong choice for founders who want a step-by-step startup journey with clear funding stages.

Hong Kong University of Science and Technology (HKUST): Startup funding for tech founders and research teams
Hong Kong University of Science and Technology. PHOTO: ADOBE STOCK

HKUST has a broad startup ecosystem with support for students, alumni, researchers and faculty. Its entrepreneurship pathway covers idea exploration, prototyping, MVP testing, research commercialization and investment.

The university’s startup support is especially strong for technology companies, deep tech projects and teams commercialising HKUST research.

HKUST startup programme Who it is for Funding or investment Key eligibility points Main support
HHKUST IPIC Incubation - HKUST IPIC Incubation - Stage 1 Ideation (Through Entrepreneurship 101 Training or Entrepreneurship Bootcamp) Students, alumni, researchers and faculty across different startup stages Stage 1 includes HK$3,000 in-kind company registration support HKUST-linked founders. Structured pathway from ideation to prototyping, implementation and commercialization.
Stage 2 Prototyping (Through HKUST Dream Builder) Student-led teams building a proof of concept or MVP Up to HK$100,000 per startup team The main applicant must be a full-time current HKUST student. At least two full-time current HKUST students must play founder or co-founder roles. Funding, training, mentorship, workspace at theBASE and external outreach.
Stage 3 Implementation (Through HKUST x HKSTP Co-Ideation Programme) Early-stage HKUST-linked startups Up to HK$100,000 The team must include at least one HKUST member. HKUST members must hold at least 10% ownership if a company is formed. Six-month programme, three milestones, coaching, HKSTP training and preparation for HKSTP incubation.
Lo Kwee Seong Tech-Ship Fund Faculty-student teams commercializing HKUST research Extra support of up to HK$200,000 is listed through HKUST’s IPIC pathway Faculty research and student entrepreneurship collaboration. Commercialization support for faculty technologies and student startup teams.
Bridge Gap Fund HKUST researchers developing university IP for commercial use Typically up to HK$500,000 for 12 months Must use HKUST IP. PI must be full-time HKUST faculty. Prototype development, market research, customer discovery, IP development and DeepTech Incubation Programme access.
TSSSU@HKUST HKUST technology startups commercializing R&D Up to HK$1.5 million per year under TSSSU-O or TSSSU+ The applying company must be registered in Hong Kong. HKUST members must usually hold at least 10% ownership. Startup setup, R&D, manpower, equipment, promotion and marketing support
HKUST Entrepreneurship Fund(E-Fund) HKUST technology startups raising investment Initial investment up to HK$5 million per startup The applying startup must be at least 10% owned by HKUST faculty, staff, students or alumni and established for no more than seven years. Early-stage investment, co-investment model and long-term capital support.
HKUST Greater Bay Area Youth Entrepreneurship Fund Programme Young HKUST-linked founders building in Hong Kong or the GBA Up to HK$250,000 HKUST-linked founder requirements and youth entrepreneur rules apply. GBA startup funding, mentorship, product development and market expansion support
RAISe+ Scheme via HKUST Research teams with large-scale commercialization potential Scheme-level support can range from HK$10 million to HK$100 million per approved project Research commercialization teams with industry-matching requirements. Large-scale R&D transformation and commercialization support

Best fit: HKUST is especially useful for tech startups, deep tech teams and founders who need a route from prototype to commercialization.

The Hong Kong Polytechnic University (PolyU): Startup funding for product, applied research and GBA expansion
Hong Kong Polytechnic University. PHOTO: ADOBE STOCK

PolyU’s startup support is practical and product-focused. Its programmes cover early ideas, seed-stage teams, Greater Bay Area expansion, translational research and investment.

This makes PolyU a good fit for founders working on engineering, hardware, applied technology, social impact or commercialization of university research.

PolyU Startup programme Who it is for Funding or investment Key eligibility points Main support
Ideation Funding Scheme Student teams with early ideas HK$5,000 basic prize, with possible nomination to other entrepreneurship programmes The team must be formed by PolyU students. The principal applicant must be a current student of the collaborating faculty or school. Early idea validation and entrepreneurship learning
PolyVentures Micro Fund Scheme Seed-stage teams preparing to form a startup or have incorporated companies within 24 months Up to HK$1.41 million in total support from PolyU and HKSTP Ideation or Incubation routes The principal applicant can be a current student, alumnus, staff member, translational startup postdoc or key owner-operator of a PolyU technology licensee. HK$20,000 cash prize for shortlisted teams, HK$100,000 PolyU Seed Fund for awardees, HKSTP pathway and mentorship
PolyU GBA Innovation and Entrepreneurship Incubation Programme Young entrepreneurs entering the Greater Bay Area market HK$600,000 seed funding Funding is granted to the successful applicant’s Hong Kong limited company and released by milestones. Two-year incubation, mentorship, training, expert advice, Hong Kong and mainland co-working spaces and GBA network access
Translational Startup Postdoc Programme Recent PhD graduates commercializing PolyU research Annual remuneration of up to HK$348,000 and project support, including prototyping (a maximum of HK$50,000 per year) and outreach funding (a maximum of HK$15,000 per year) Applicant needs a PolyU academic supervisor and a recent or near-completed doctoral degree. Free workspace at InnoHub, mentorship, KTEO support, investor access and pathways to Micro Fund, Angel Fund and EIF
PolyVentures Angel Fund Scheme / TSSSU route Technology startups needing larger commercialization support Up to HK$800,000 matching fund of up to three years The applying startup team must include PolyU linkage and meet the scheme requirements. Startup setup, R&D, manpower, equipment, marketing and commercialization support
PolyU Entrepreneurship Investment Fund (EIF) PolyU-linked startups raising early-stage investment Up to HK$4 million The applying startup must have at least one PolyU member holding at least 10% equity or must license PolyU IP. Equity, convertible note or SAFE investment, co-investment support, R&D facilities, mentoring and industry networks
RAISe+ Scheme via PolyU (EIF) Research teams commercializing major R&D outcomes Scheme-level support can reach HK$10 million to HK$100 million per approved project Research commercialization and industry matching requirements apply. Large-scale research transformation and commercialization support
ASCEND Tech for Good Programme (EIF) Youth-led tech-for-good startups Up to HK$3 million per successful applicant Hong Kong-registered startup or company with youth-led requirements. Two-year incubation and support for digital equity and social impact ventures

Best fit: PolyU is well suited for product-led startups, applied technology projects, GBA expansion and founders who want industry-facing support.

The Chinese University of Hong Kong (CUHK): Startup support from idea stage to technology commercialization
Chung Chi College, Chinese University of Hong Kong. PHOTO: ADOBE STOCK

CUHK offers support for student founders, researchers and alumni through the Pi Centre and the Knowledge Transfer Office. Its ecosystem covers pre-incubation, TSSSU funding, early translational research, social impact projects and Greater Bay Area entrepreneurship.

CUHK is especially useful for students who want to start with an idea and later move into funding, mentorship or external incubation.

CUHK Startup programme Who it is for Funding or investment Key eligibility points Main support
PILOTS Lite x HKSTP Co-Ideation / Pi Centre CUHK students at the idea or pre-incubation stage Up to HK$130,000 Open to CUHK undergraduate and postgraduate students, full-time or part-time. The principal applicant must be a current CUHK student. Applicants must not already have registered a business for the project. One-year programme, seed funding, workshops, mentoring, networking, free co-working space and fast-track preparation for incubators
TSSSU@CUHK CUHK technology startups commercializing R&D TSSSU-O: up to HK$600,000 per year. TSSSU+: up to HK$1 million per year in matching funds. Both can run for up to three years The PIC must be a current full-time student, current full-time professor or alumnus who graduated within the last 36 months. Technology readiness requirements apply. Financial support, potential HKSTP incubation, investor access, industry partner access and mentorship
IdeaBooster Fund @CUHK CUHK researchers developing early translational projects HKD 100,000 – HKD 200,000 per project Mainly for full-time CUHK academic staff, eligible teaching or research staff and selected postgraduate research students case by case. Early project development, impact-focused research translation and fast-track interview opportunity with HKSTP Co-Ideation
Knowledge Transfer Venture Impact Fund Knowledge Transfer Venture Impact Fund (KT-VIF) @CUHK CUHK academic-led ventures with scalable social impact Up to HK$300,000 for two years Mainly for CUHK professoriate or research academic staff-led teams. Business development consultancy, publicity support and partnership liaison
Knowledge Transfer Impact Project Fund (KT-IPF) @CUHK Late-prototype research projects with social innovation potential Up to HK$200,000 Mainly for full-time CUHK staff on professoriate or research academic ranks. The venture must be CUHK-affiliated and have been incorporated for more than three years. Support for turning research-based prototypes into real-world social-impact solutions
Greater Bay Area Entrepreneurship Scheme / BESGO FoundRise CUHK students and young alumni building GBA-focused ventures Up to HK$600,000 per selected team Students and young alumni, with scheme-specific selection. Two-year funding and incubation, mentorship, expert guidance and GBA venture-building support
RAISe+ via CUHK Research teams with large-scale commercialization potential Scheme-level support can reach HK$10 million to HK$100 million per approved project University research commercialization teams. Large-scale R&D commercialization and industry matching
ASCEND Tech for Good Programme (EIF) Youth-led tech-for-good startups Up to HK$3 million per successful applicant Hong Kong-registered startup or company with youth-led requirements. Two-year incubation and support for digital equity and social impact ventures

Best fit: CUHK is a good starting point for student founders who need pre-incubation support, and for researchers moving early-stage ideas toward commercial use.

Which Hong Kong university startup programme should you choose?

There is no single best programme for every founder. The right choice depends on your stage, your university connection and the type of startup you are building.

Founder stage Good starting points
You have an idea but no company yet HKU SEED, CityUHK HK Tech 300 Training, HKUST Dream Builder, PolyU Ideation Funding Scheme, CUHK Pi Centre
You are building a prototype or MVP HKUST Dream Builder, HKUST x HKSTP Co-Ideation, CityUHK Seed Fund, PolyU Micro Fund, CUHK PILOTS Lite
You are commercializing university research or IP HKU DeepTech100+, HKU TSSSU, HKUST Bridge Gap Fund, HKUST TSSSU, PolyU EIF, CUHK TSSSU
You want Greater Bay Area startup support HKU Tech-Up GBA, PolyU GBA Innovation and Entrepreneurship Incubation Programme, HKUST GBA Youth Entrepreneurship Fund, CUHK GBA Entrepreneurship Scheme
You are ready for investment You are commercializing university research or IP HKU EEF, CityUHK Angel Fund, HKUST E-Fund, PolyU EIF

The bottom line

Hong Kong’s university startup ecosystem is bigger than many founders realize. If you are a student, alumnus, researcher or university-linked founder, your campus may already offer a route into funding, mentorship, workspace and incubation.

The key is to choose a programme that matches your current stage. Some founders should start with idea validation. Others may be ready for seed funding, TSSSU support or investment.

Before applying, check the latest deadline and eligibility rules on the official university page. These programmes change often, and some funding rounds open only once or twice a year.