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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Updated
January 8, 2026 6:33 PM

A group of entrepreneurs coming up with different ideas. PHOTO: FREEPIK
If startup success stories usually make you picture cutting-edge tech, you might be missing a big part of the picture. Sometimes, the weirdest ideas shine the brightest, making real money and delighting both founders and customers. From ordinary rocks turned into pets to renting live chickens, these unusual startups show how far creativity and a pinch of humor can go.
If you think the business world is all suits and serious pitches, think again—welcome to the wonderfully weird side of entrepreneurship.

Owning a pet is a joy, but let’s be honest—it’s also a handful. Between shedding fur, endless feeding schedules, surprise messes and finding a sitter when you’re away, pet parenting is not exactly effortless.
Back in 1975, an advertising executive named Gary Dahl found himself joking about this very problem over drinks with friends. His solution for the “perfect” pet: a rock. No feeding, no walking, no grooming and absolutely no accidents on the carpet.
What started as a joke quickly snowballed into a real business. Smooth stones were sourced from Rosarito Beach in Mexico, then packed in playful cardboard “pet carrier” boxes with little air holes and a bed of straw. To make the experience even more cheeky, every Pet Rock came with a care manual that instructed owners to give their new companion sunlight, affection and, of course, a name.
It was absurd and hilarious, but it worked. Selling at US$3.95 apiece in the ’70s, Pet Rocks became a cultural phenomenon. Today, you can still find them on Amazon, but they will now set you back around US$29.99 or more. Would you bring home a Pet Rock? People in the ’70s sure did.

Back in 2013, Phil and Jenn Tompkins a couple duo, launched the company "Rent The Chicken" with one straightforward goal: give people a chance to try raising backyard hens and enjoy fresh eggs without the long-term commitment.
Through partnerships with local farmers across the U.S. and Canada, this backyard chicken rental startup brings egg-laying hens straight to people’s yards. It offers different rental packages, but a standard six-month rental costs around US$500. This usually includes two hens ready to lay within days, a portable coop, feed, food and water dishes and expert support for any chicken-related questions.
The chickens arrive in spring and stay until fall. When the season ends, families can choose to return the hens, extend the rental or even buy them for about US$40 each at the end of the contract.
Today, the company works with partners in 29 states, from Oregon to Texas, and in parts of Canadain p. For people outside those areas, an out-of-area purchase package that comes with three hens can be shipped anywhere in the 48 contiguous states in the U.S. for about US$1,550.
In a way, it’s a fun and hands-on path to food security — giving families the joy of collecting their own eggs and knowing exactly where their breakfast comes from.

By day, Gadlin worked as a full-time web developer for a television broadcasting company. Outside of work, he poured his energy into comedy and writing. That creative streak took him back to high school days, when he had drawn silly cats for a comic series called Silly Cats Comic.
With those doodles as his foundation and a bit of basic design know-how, Gadlin launched his website, “I Want to Draw a Cat For You” in 2011. The concept was as simple as it was funny: visitors would describe the cat of their dreams and Gadlin would personally hand-draw it, then send it their way.
This quirky startup idea landed him on Shark Tank, where he secured an offer of US$25,000 from investor Mark Cuban for a 33% stake in the business. Not bad for stick-figure cats.
When the site first launched, customers could pay extra US$5 for colour. Shipping cost US$1 if they didn’t mind the drawing arriving in a folded envelope, or US$5 for a flat mailer. For delivery within 48 hours, there was a US$19.95 rush fee that many customers were happy to pay.
These days, Gadlin leans more on digital delivery and limited runs of his cat drawings at US$50, rather than mailing every single piece of his art. What he once described as “mediocre cat drawings” has become proof that a simple, original idea can claw its way into the startup world.

Imagine arriving in a new city with no one to show you around. That is exactly the kind of situation where RentAFriend can help.
Launched in 2009 by Scott Rosenbaum, the unusual business was inspired by Japan’s “rental family” services, where people can hire a friend, a date or even a parent for a short period. Rosenbaum saw an opportunity to adapt that concept for North America, but with a focus strictly on platonic friendship.
Here’s how it works: Anyone can sign up as a “friend” for free by creating a profile, listing their interests and setting an hourly rate. People who want to hire pay a membership fee, typically around US$24.95 a month, to connect with friends across the platform.
With a rented friend, you can do pretty much anything platonic. Go sightseeing, hit a museum, catch a game, work out together or even bring them along to a party or family event. At its heart, RentAFriend connects people who need company with those happy to earn a little extra simply by being one.

Back in 2014, in the small town of Norwood, Ontario, Canada, three brothers—Jarrod, Darren and Ryan Goldin, set out to do something that sounded downright bizarre at the time: farm crickets for people to eat.
The idea first struck Jarrod after he saw a cricket-based nutrition bar on television. Around the same time, the UN released a report on edible insects as a sustainable food source. Suddenly, the “weird” idea didn’t seem so weird after all.
At Entomo Farms, crickets are raised in cage-free “cricket condos”, where they live in warm, dark spaces that mimic their natural habitat. They’re fed and cared for until they reach about six or seven weeks old, then humanely harvested using a CO₂ method. From there, they’re rinsed, roasted and ground into a fine powder—no additives, just pure cricket protein.
The appeal goes beyond novelty. Crickets are packed with nutrients and need far less land, feed and water than beef, making them both healthy and eco-friendly.
While their approach may seem unconventional, what drives Entomo Farms is simple: making sustainable, responsible food accessible to everyone.
These startups prove that innovation doesn’t always wear a serious face. Sometimes, it turns up wrapped in humor, curiosity or even a touch of absurdity, yet still manages to spark real change. From crickets turned into protein to chickens rented out by the season, each weird startup idea shows that entrepreneurship thrives when people dare to think differently.
While some of these unusual business ideas burned bright then faded, others are still evolving in the background, shifting from fads to niche services or steady, quiet companies. What they share is a willingness to test an idea most people would dismiss at first glance.
That is the real takeaway for founders. Weird startup ideas will not always scale into unicorns, yet they can test new consumer habits, open up fresh markets and shape culture in surprising ways. If you are building something new, there is space for products that make people laugh, think or raise an eyebrow before they reach for their wallet.