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.
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Skip the slogans—real Women’s Day campaigns create impact that lasts
Updated
April 1, 2026 8:56 AM
Mother Armenia monument in Victory Park, Gyumri city, Armenia. PHOTO: ADOBE STOCK
Women’s Day offers brands an opportunity to show what they stand for through meaningful action. But the strongest International Women’s Day campaigns do more than say “thank you”. They speak to women’s everyday lives.
Instead of big, vague empowerment slogans, some brands focus on small moments that shape confidence and wellbeing. Think about how we compliment young girls, how safe public spaces feel, what comfort really looks like and how friendship plays help women grow. When a campaign is built on a real insight and backed by something practical, it lands harder and lasts longer.
If you’re a startup planning a Women’s Day initiative, there’s value in studying what actually works. The examples below show how clarity, credibility and usefulness can turn International Women’s Day into something that feels meaningful and on-brand.
To celebrate the International Day of the Girl on October 11, 2025, Dove launched #ChangeTheCompliment—a campaign that asked parents and caregivers to rethink how they praise girls. Instead of defaulting to looks-based comments, Dove encouraged adults to acknowledge qualities like resilience, intelligence and determination alongside beauty.
The idea was grounded in data from Dove’s 2024 Real State of Beauty report, which found that more than 60% of girls feel pressure to be beautiful. Dove brought the message to life through a digital film showing parents broadening their praise in everyday moments.
In Canada, the campaign expanded through a partnership with psychologist Dr. Vanessa Lapointe, who helped anchor #ChangeTheCompliment in expert insight. She linked the campaign’s core message to Dove’s long-running Self-Esteem Project, launched in 2004 to provide free, evidence-based tools developed with psychologists and body image experts. Some of these tools included “Confident Me”, a classroom workshop on body confidence and “Amazing Me”, age-appropriate lessons designed to support self-esteem at school.
What worked here is that it didn’t stay inside a brand video. Parents, teachers and creators joined in by sharing their own examples online, posting revised compliments, building quick classroom activities or filming short clips where they swapped appearance-based praise for character-based words. From social posts to simple at-home conversations, the idea travelled beyond the original film and made participation easy.
Startup takeaway: Don’t build a Women’s Day campaign around a fuzzy theme. Focus on specific, everyday behaviors your audience relates to and design your campaign to shift them. Specificity makes your message practical and memorable.
In March 2024, Tetley Green Tea Immune launched the “I Am More Than My Nickname” campaign in India to challenge a common social habit: labeling someone’s fitness based on how their body looks. In many communities, body-type nicknames are used casually. Some of them might sound harmless, but they can chip away at confidence and self-worth over time. Tetley’s point was simple: fitness isn’t a body size. It’s strength, health and well-being.
The campaign centered on a digital film featuring a young girl nicknamed “Golu”, a Hindi term often used to describe someone as chubby. Throughout the film, she’s judged before she even tries, with people deciding what she can and cannot do based on her appearance. As the story unfolds, she pushes back. The film closes with women of different body types holding placards displaying various nicknames, ending with a clear line: “My Body Can, Your Body Can, Every Body Can”. It’s a strong example of a brand taking a familiar social habit and giving people a new way to see it.
Startup takeaway: Look for one small, common behaviour your audience sees every day. Then give people a simple way to engage with it, whether that’s sharing a story, rethinking a phrase or calling out a habit. When participation is baked into the idea, the campaign spreads naturally.
For International Anti-Street Harassment Week 2025, L'Oréal Paris launched its “Never Your Fault” campaign as part of its Stand Up Against Street Harassment program. The campaign drew on L’Oréal Paris research with Ipsos showing the scale of the problem: 75% of women reported experiencing harassment, and 60% said they adjust their clothing or appearance in public.
The message was clear: harassment is never the victim’s fault, and public spaces should feel safer for women. That matters because a lot of women still end up internalizing blame and changing how they dress just to lower the risk.
The campaign also came with a clear next step. It builds on L’Oréal’s partnership with Right To Be, an international NGO focused on stopping harassment, which began in 2020. Through Right To Be’s 5D framework—Distract, Delegate, Document, Delay and Direct—the program teaches bystanders simple, practical ways to intervene safely in the moment.
Startup takeaway: If you’re addressing a sensitive issue in a Women’s Day campaign, don’t go about it alone. Work with experts who bring trust, depth and real tools. It makes your message stronger fast.
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In 2025, Van Heusen Innerwear marked Women’s Day with a single visual that many women immediately recognized. The poster showed a crumpled shirt with a bra placed over it, capturing that end-of-day moment of relief.
The slogan on the poster—“Happy Women’s Day has nothing to do with us”—makes the point that real comfort is personal, not performative. The message wasn’t really about taking off a bra, but about the pressure women carry all day, including the expectation to look a certain way, feel a certain way and still keep going. By leaning into a real, everyday experience, Van Heusen positioned itself as a brand that listens rather than lectures.
Startup takeaway: Skip the predictable in Women’s Day slogans. Find an honest, lived moment and build around it. When your campaign reflects real life, it feels relevant instead of seasonal.
In 2025, Mattel celebrated International Women’s Day by honoring real-life female friendship duos with one-of-a-kind Barbie Role Model dolls made in their likeness. The campaign focused on the idea that strong friendships help women grow, succeed and support each other. Instead of spotlighting individual achievement, it highlighted collective strength—women empowering women.
By featuring duos such as Alicia Keys and Ann Mincieli, Jordan Chiles and Jade Carey and other global pairs across sports, entertainment and advocacy, the campaign framed friendship as a source of confidence and ambition from girlhood onward. To make it practical, Mattel partnered with psychologist and best-selling author Dr. Marisa G. Franco, who shared simple advice for girls: take initiative in making friends, assume people will like you, express appreciation openly, try new activities together and prioritize quality over quantity in relationships.
Startup takeaway: If your Women’s Day campaign is built on a social insight, make it actionable. Storytelling helps, but tools, education and frameworks are what make it useful.
Across these International Women’s Day campaigns, the playbook is consistent: choose one real, everyday behaviour and shift it. Whether it’s the way we compliment girls, the labels we use, how bystanders intervene, what comfort feels like or how we nurture friendships, each brand anchored its message in something tangible and built action around it.
For startups, the lesson is straightforward: be precise in what you’re addressing, be credible in how you show up and make your message usable. Attention is easy to grab, but relevance is harder to earn and far more valuable.