Artificial intelligence (AI) is an evolving technology that is still growing, but it is undoubtedly getting better. 

For all we know, factories might not even need lights 20 years later, because most of them will be operated by AI. We see a lot of R&D happening within the AI framework, giving good results. Besides, we see newer frameworks coming in. 

AI-based visual inspection, too, has been growing by leaps and bounds, reshaping automotive inspection. It helps examine detailed defects in vehicles, providing automotive OEMs the opportunity for accuracy and cost-savings. 

One such company focusing on AI-based visual inspection is Lincode Labs, whose AI-backed visual inspection solution, Lincode Visual Inspection System (LIVIS), is its current focus. The company was started with complete research and understanding of the top challenges that manufacturers globally face. After interviewing close to 100 customers, 86 percent of them said that quality inspection happens to be their biggest challenge.

“We were intrigued by this and went to various quality inspection people and identified the technology they were using,” says Rajesh Iyengar, Founder and CEO, Lincode Labs, and goes on, “We went on to find out that the technology hasn’t changed for two decades and there were a lot of false calls in it. That’s when Lincode stepped in and built a product around specific challenges focused on the automotive industry.”

Automotive OEMs, too, look at specifically reducing these false calls and improving productivity, which Lincode has helped solve through its AI-backed visual inspection solution. “The industry standards were 150 to 200 false calls per million inspections. So, in our case, we are doing it in zero to four parts per million,” Iyengar cites.  

Iyengar further reveals that due to this, 80 percent of their customers are repeat orders. “That’s because they are completely happy with the inspection process and the way the inspection is automated,” he mentions.  

LIVIS
Traditional vision systems cannot catch up with AI, as Iyengar says. He avers, “LIVIS stands out because we have built it as a platform. The scalability becomes easier if you’re going to deploy it across multiple factories and locations. But also, the foremost important thing is that it is completely made as a product. Thus, AI is commoditised. With the LIVIS platform, we can bring the cost and time to deployment down.” 

Lincode’s role in the automotive industry
What’s interesting is that even if Lincode caters to the manufacturing industry as a whole, it first addressed the automotive industry. The company researched the market size of various manufacturing companies and the automotive industry took the top spot, with close to USD 542 billion of global value.  

“We started with the automotive industry but pivoted later,” Iyengar tells us and continues, “So, instead of looking at just the automotive or any other industry, we turned our attention to steel, metal, plastic, glass etc. We basically went to the surface and saw how steel and metal are produced today. Whether it’s a CNC machining or forging or casting process, these are major processes used for any industry across the globe involving steel and metal. We understood that steel and metal are dealt with in the same way globally. Therefore, it made sense to go to the surface and into these kinds of defects specifically, and then generalise that and start building a model towards it. This, plus making AI as a product, has made deployment easier across the globe.” 

R&D centre in Bengaluru
Lincode recently opened a new R&D centre in Bengaluru, which also has a significant role to play in deploying the company’s solution across the world.

Stressing on the fact that evolving models are important in AI, Iyengar states, “It’s a continuous process; it’s not that you just build a model and you’re set. We have a big roadmap in the product development, and the Bengaluru R&D centre is going to play a major role in that. We are going to conduct deep research with various data collected across the globe and do various testing with that.” 

Staying ahead
What’s more, Lincode recently closed a funding round in December last year. Catering to a constantly evolving industry like the automotive, Lincode, too, strives to make sure that its visual inspection solution stays ahead and is put to use. “There are about more than 600 parts in a car and each part is segregated – like the structure, wiring, engine components etc.,” Iyengar shares and continues, “These segregations are made so that we can target the sector of the product. For example, when it comes to engine blocks, there is a specific model with a huge data set around engine blocks. This is how we stay ahead of competition.” Iyengar also adds that their trials with various use cases made them understand that inspection alone is not important but also the way the inspection is done. 

Essential skill sets for AI vision systems
Leveraging AI-based visual inspection solutions in the automotive industry is bound to increase productivity, and the cost of labour will also come down because of automation. “Today, most manufacturers use secondary inspection, which can be cut off straight away. This will improve their productivity and also reduce the risk of delays,” Iyengar enlightens. 

Moreover, AI vision systems come with their share of essential skill sets to bring out the best in the automotive industry. Iyengar states that, in general, skilling is required for the factory people. “This could be at various levels,” he puts across and adds, “It could be for the operators, the IT administrator or even the software development team. Hence, deep training is required, which can be somewhat cumbersome because it could be a bit challenging for the operator. So, an IT person might be needed in order to help the operator every time there is a downtime.” 

Covid-19 and AI-backed visual inspection
Such training or skills could certainly come in handy, because Iyengar claims that the need for AI-backed visual inspection solutions in the automotive industry has increased since the Covid-19 pandemic. “Unplanned shutdowns happened during Covid, because of which employees could not report and manufacturing could not continue properly,” he responds and adds, “Hence, a lot of investments are happening because of this. In fact, even now, a lot of employees are still not reporting and the labour problem has become global. It has become tough to get skilled workers. This has led to the adoption of autonomous manufacturing for automotives, where AI is going to play a big role.”

Meeting industry requirements
For an industry that is an economic force globally, AI-based visual inspection is certainly meeting the high-quality requirements of the customers of the automotive sector. Plus, we already see companies like Volvo using the technology. Safety surpasses any requirement, and this requirement can be fulfilled if quality is top-notch. And quality will be at its best if automotive manufacturers can perform production quality inspections in the most efficient way. (MT)

Zuno General Insurance (formerly Edelweiss General Insurance), a new-age digital insurer, has introduced Zuno SmartDrive, which now makes its core motor insurance product come with its innovative Pay-How-You-Drive (PHYD) feature as default.

This the company claims makes it the first insurer in India to offer mobile telematics embedded in car insurance, which incentivises customers to drive safer.

Under the scheme, a Zuno motor insurance policyholder will get access to a personalised, reward-driven pricing based on their actual driving behaviour. They will be able to track their driving score through mobile telematics that is embedded in the Zuno app.

The company expects its tech-savvy customers in the 24-45 age bracket will benefit the most. The customer’s score will be determined on the customers actual driving incorporating speed, braking and distracted driving behaviour. A customer with a good score will get a lower premium and vice-versa.

Shanai Ghosh, MD & CEO, Zuno General Insurance, said, “By incorporating Pay-How-You-Drive in our Zuno SmartDrive motor cover policy, we are empowering customers with greater control over their premiums while encouraging safer driving by linking pricing to safe driving habits. This initiative reinforces our commitment to providing our policyholders with an easy, friendly and transparent experience while also contributing to safer roads for everyone. With Zuno SmartDrive, we're not only reimagining insurance but also promoting safer driving practices by incentivising safe driving behaviour. For us, this isn't just insurance; it's a commitment to innovation, transparency, and a safer tomorrow.”

Returning for the 2025 season and 75th anniversary year this weekend, the Formula 1 sport has released a round-up on the progress made towards its sustainability and social commitments last year. In the form of 2024 Impact Report, which will be released later this year, the progress made towards its sustainability and social commitments with Net Zero as the goal for 2030, the Formula 1 sport has – on the environmental front – made significant investments in Sustainable Aviation Fuel (SAF) as part of its ultra-efficient logistics strategy. 
It has invested significantly in SAF as it delivers an estimated 80 percent reduction in associated carbon emissions per flight compared to the use of conventional aviation fuel. The combined investment in SAF with Global Partners DHL and Qatar Airways reduced total related emissions by more than 8,000 tCO2e (tonnes of carbon dioxide equivalent), an approximate 19 percent reduction in related emissions– compared to traditional aviation fuel – for the air freight charter programme operated by Formula 1 across the flyaway events of the 2024 season.
The delivery of innovative low-carbon energy generation systems using renewable sources such as hydrotreated vegetable oil (HVO), biofuel, solar panels, and battery began testing in 2023. Last year, they were used at the Red Bull Ring, the Hungarian Grand Prix and the Italian Grand Prix in Monza. For the 2025 season, a programme will be rolled out to reduce more than 90 percent of carbon emissions at all European Grands Prix in key areas such as the Paddock, Pit Lane, and Event Technical Centre. 
As part of the sport’s ongoing efforts to reduce carbon emissions associated with travel and logistics, improvements were made to the geographical flow of races around the world in 2024. This included agreement from the Promoter in Japan to move the Suzuka race back from September to April to fit with the Asia Pacific segment of the schedule, while Azerbaijan took its slot to align with Singapore. The organisers of the Qatar Grand Prix also approved a move to the penultimate spot in the schedule, back-to-back with Abu Dhabi. From 2026 the Canadian Grand Prix will be hosted earlier in the year and the Monaco Grand Prix will take place on the first full weekend in June, consolidating the European leg of the F1 season into one period, removing an additional transatlantic crossing and delivering significant associated carbon reductions. 
Last year, F2 and F3 cars ran on 55 percent Aramco advanced sustainable fuel and the FIA medical and safety cars operated on 40 percent of it. In 2025, the F2 and F3 cars will move to 100 percent use of it, ahead of the Formula 1 cars adopting the fuels in 2026 in the new hybrid engines that will take to the circuit next year. 
The technology has implications for the automotive industry and existing petrol cars, as the fuel developed by Formula 1 will be a ‘drop-in’ that can be used in road cars without modification and will serve as a sustainable alternative of global benefit. 
Throughout the 2024 season, the cars all operated with FSC approved Pirelli tyres, which means the natural rubber in the type complies with the FSC’s strict standards for sustainable forestry. Some 80 percent of promoters powered aspects of their events using alternative energy sources such as solar panels, green tariffs, and biofuels. Over 90 precent of promoters began offering greener ways to travel to the race.
On the social commitments front, the Formula 1 sport – in 2024 season – marked the fourth year of its F1 Engineering Scholarships programme, which would support 50 underrepresented students by the end of 2025. The Scholarship covers the entire cost of the student’s tuition, together with living expenses for the full duration of their degree, enabling them to focus on their studies. It also offers them support to set them up for their careers, including work experience with one of the ten Formula 1 teams, as well as career workshops and mentoring. 
Formula 1 also launched the global education programme ‘Learning Sectors’ in collaboration with the British Council to inspire young learners in Brazil, India, South Africa, and the UK to pursue STEM subjects. The year long programme kicks off this year with 130,000 students in 700 schools. 
F1 Academy, the sport’s female-only series, competed alongside Formula 1 at seven events last year, completing 21 races. Through F1 Academy’s partnership with the international karting series, Champions of the Future, female participation in racing increased from five percent in 2023 to 25 percent in 2024. 
The sport also continued with hosting apprenticeships and workshops, such as The Next Grand Prix challenge in association with the Social Mobility Business Partnership (SMBP) charity, which challenges students aged between 16 and 18 from a breadth of backgrounds to assume a business leadership role and deliver a fictional bid for a new Formula One World Championship location. 
Ellen Jones, Head of ESG at Formula 1, said, “Innovation and community drove Formula 1's work in 2024. We are thrilled to outline our progress and continued work in this space. Formula 1 as a sport is uniquely positioned to take action through our global reach and technological leadership.”
 
 
 

American computer technology company Sandisk has introduced what it claims is industry's first automotive grade UFS4.1 interface device – Sandisk iNAND AT EU752 UFS4.1 Embedded Flash Drive (EFD).

This not only strengthens its product portfolio but also supports the automotive industry by enabling faster and secure access to data.

The company's solution will support the requirements of Software Defined Vehicles (SDV), which use high volumes of data along with more frequent over-the-air (OTA) updates. The UFS4.1 interface enables software updates to happen faster.

The new solution is said to provide 2x the performance of Sandisk’s UFS3.1 device and double the capacity previously available in the market. The Sandisk iNAND AT EU752 UFS4.1 is available with upto 1TB of storage space.

Key features of the product include – health status reporting to prevent potential system failures while the vehicle is operating; fast boot replaces the need for a separate NOR device; the fast boot is also critical for safety systems such as rearview camera systems that need to be operational within two seconds.

The UFS4.1 has a claimed write speed of upto 3,900 MBPS and 4,200 MBPS of read speed.

Representational image courtesy: Erik Mclean/Pexels 

Uber, one of India’s leading ride-hailing platforms, is introducing pet-friendly (dogs, cats and other pets) ride options for customers in Delhi and Mumbai under ‘Uber Pet’.

The company first introduced the Uber Pet option in Bengaluru last year, which is now being extended to two more cities. This will allow customers who wish to travel with their pets to book a cab on-demand or reserve a ride in advance. Uber has also partnered with Heads Up for Tails, a pet care brand, to provide special discounts for customers booking their rides to the store.

Shweta Mantri, Head, Rider Verticals, Uber India and South Asia, said, “We’re excited to bring Uber Pet to Delhi and Mumbai, offering even more flexibility for pet owners to travel with their furry friends. After listening to the feedback from pet parents, we’re now offering the option to book Uber Pet on-demand, making travel with your pets easier than ever. Our collaboration with Heads Up for Tails ensures that pet parents have an even more enjoyable experience, with great perks at HUFT stores. Together, we’re making travel with pets not just easier, but more fun too!”

Rashi Sanon Narang, Founder, Heads Up For Tails, added, “At Heads Up For Tails, we’ve always believed that pets are family, and every pet parent deserves a seamless, joyful experience when stepping out with their furry family. We’re delighted to join forces with Uber Pet to bring pet-friendly travel to new heights in Delhi, Mumbai and Bengaluru. Our partnership is all about enhancing the pet parent experience – from seamless rides with Uber Pet to exclusive in-store perks that make every journey more rewarding. Together, we're committed to making every adventure with your pets safe, fun, and effortless!”