Modern healthcare innovations span AI, devices, software, images, and regulatory frameworks, all requiring stringent coordination. Generative AI arguably has the strongest transformative potential in healthcare technology programmes, with it already being applied across various domains, such as R&D, commercial operations, and supply chain management.Traditional models for medical appointments, like face-to-face appointments, and paper-based processes may not be sufficient to meet the fast-paced, data-driven medical landscape of today. Therefore, healthcare professionals and patients are seeking more convenient and efficient ways to access and share information, meeting the complex standards of modern medical science. According to McKinsey, Medtech companies are at the forefront of healthcare innovation, estimating they could capture between $14 billion and $55 billion annually in productivity gains. Through GenAI adoption, an additional $50 billion plus in revenue is estimated from products and service innovations. A McKinsey 2024 survey revealed around two thirds of Medtech executives have already implemented Gen AI, with approximately 20% scaling their solutions up and reporting substantial benefits to productivity.  While advanced technology implementation is growing across the medical industry, challenges persist. Organisations face hurdles like data integration issues, decentralised strategies, and skill gaps. Together, these highlight a need for a more streamlined approach to Gen AI deployment. Of all the Medtech domains, R&D is leading the way in Gen AI adoption. Being the most comfortable with new technologies, R&D departments use Gen AI tools to streamline work processes, such as summarising research papers or scientific articles, highlighting a grassroots adoption trend. Individual researchers are using AI to enhance productivity, even when no formal company-wide strategies are in place.While AI tools automate and accelerate R&D tasks, human review is still required to ensure final submissions are correct and satisfactory. Gen AI is proving to reduce time spent on administrative tasks for teams and improve research accuracy and depth, with some companies experiencing 20% to 30% gains in research productivity. KPIs for success in healthcare product programmesMeasuring business performance is essential in the healthcare sector. The number one goal is, of course, to deliver high-quality care, yet simultaneously maintain efficient operations. By measuring and analysing KPIs, healthcare providers are in a better position to improve patient outcomes through their data-based considerations. KPIs can also improve resource allocation, and encourage continuous improvement in all areas of care. In terms of healthcare product programmes, these structured initiatives prioritise the development, delivery, and continual optimisation of medical products. But to be a success, they require cross-functional coordination of clinical, technical, regulatory, and business teams. Time to market is critical, ensuring a product moves from the concept stage to launch as quickly as possible.Of particular note is the emphasis needing to be placed on labelling and documentation. McKinsey notes that AI-assisted labelling has resulted in a 20%-30% improvement in operational efficiency. Resource utilisation rates are also important, showing how efficiently time, budget, and/or headcount are used during the developmental stage of products. In the healthcare sector, KPIs ought to focus on several factors, including operational efficiency, patient outcomes, financial health of the business, and patient satisfaction. To achieve a comprehensive view of performance, these can be categorised into financial, operational, clinical quality, and patient experience.Bridging user experience with technical precision – design awardsInnovation is no longer solely judged by technical performance with user experience (UX) being equally important. Some of the latest innovations in healthcare are recognised at the UX Design Awards, products that exemplify the best in user experience as well as technical precision. Top products prioritise the needs and experiences of both patients and healthcare professionals, also ensuring each product meets the rigorous clinical and regulatory standards of the sector. One example is the CIARTIC Move by Siemens Healthineers, a self-driving 3D C-arm imaging system that lets surgeons operate, controlling the device wirelessly in a sterile field. Computer hardware company ASUS has also received accolades for its HealthConnect App and VivoWatch Series, showcasing the fusion of AIoT-driven smart healthcare solutions with user-friendly interfaces – sometimes in what are essentially consumer devices. This demonstrates how technical innovation is being made accessible and becoming increasingly intuitive as patients gain technical fluency.  Navigating regulatory and product development pathways simultaneously The establishing of clinical and regulatory paths is important, as this enables healthcare teams to feed a twin stream of findings back into development. Gen AI adoption has become a transformative approach, automating the production and refining of complex documents, mixed data sets, and structured and unstructured data. By integrating regulatory considerations early and adopting technologies like Gen AI as part of agile practices, healthcare product programmes help teams navigate a regulatory landscape that can often shift. Baking a regulatory mindset into a team early helps ensure compliance and continued innovation. (Image source: “IBM Achieves New Deep Learning Breakthrough” by IBM Research is licensed under CC BY-ND 2.0.)Want to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.Explore other upcoming enterprise technology events and webinars powered by TechForge here.

432 Park Avenue | © Halkin Mason Photography, Courtesy of Rafael Viñoly Architects Located in Midtown Manhattan, 432 Park Avenue is a prominent figure in the evolution of supertall residential towers. Completed in 2015, this 1,396-foot-high building by Rafael Viñoly Architects asserts a commanding presence over the city’s skyline. Its minimalist form and rigorous geometry have sparked considerable debate within the architectural community, marking it as a significant and controversial addition to New York City’s built environment. 432 Park Avenue Technical Information Architects1-8: Rafael Viñoly Architects Location: Midtown Manhattan, New York City, USA Gross Area: 38,344 m2 | 412,637 Sq. Ft. Project Years: 2011 – 2015 Photographs: © Halkin Mason Photography, Courtesy of Rafael Viñoly Architects It’s a building designed for the enjoyment of its occupants, not for the delight of its creator. – Rafael Viñoly 432 Park Avenue Photographs © Halkin Mason Photography, Courtesy of Rafael Viñoly Architects Courtesy of Rafael Viñoly Architects Courtesy of Rafael Viñoly Architects Courtesy of Rafael Viñoly Architects Courtesy of Rafael Viñoly Architects Design Intent and Conceptual Framework At the heart of 432 Park Avenue’s design lies a commitment to pure geometry. The square, an elemental form, defines every aspect of the building, from its floor plate to its overall silhouette. This strict adherence to geometry speaks to Viñoly’s rationalist sensibilities and interest in stripping architecture to its fundamental components. The tower’s proportions, with its height-to-width ratio of roughly 1:15, transform this simple geometry into a monumental presence. This conceptual rigor positions the building as an object of formal clarity and a deliberate statement within the city’s varied skyline. The design’s minimalism extends beyond the building’s shape, reflecting Viñoly’s pursuit of a refined and disciplined expression. Eschewing decorative flourishes, the tower’s form directly responds to programmatic needs and structural imperatives. This disciplined approach underpins the project’s ambition to redefine the experience of vertical living, asserting that luxury in residential design can emerge from formal simplicity and a mastery of proportion. Spatial Organization and Interior Volumes The interior organization of 432 Park Avenue reveals an equally uncompromising commitment to clarity and openness. Each residential floor is free of interior columns, a testament to the structural ingenuity of the concrete exoskeleton. This column-free arrangement grants unobstructed floor plans and expansive panoramic views of the city, the rivers, and beyond. Floor-to-ceiling windows, measuring nearly 10 feet in height, accentuate the sense of openness and lightness within each residence. The tower’s slender core houses the vertical circulation and mechanical systems, ensuring the perimeter remains uninterrupted. This core placement allows for generous living spaces that maximize privacy and connection to the urban landscape. The interplay between structural precision and panoramic transparency shapes the experience of inhabiting these spaces. The result is a sequence of interiors that privilege intimacy and vastness, anchoring domestic life within an architectural expression of purity. Materiality, Structural Clarity, and Detailing Material choices in 432 Park Avenue reinforce the project’s disciplined approach. The building’s exposed concrete frame, treated as structure and façade, lends the tower a stark yet refined character. The grid of square windows, systematically repeated across the height of the building, becomes a defining feature of its visual identity. This modular repetition establishes a rhythmic order and speaks to the building’s underlying structural logic. High-strength concrete enables the tower’s slender profile and exceptional height while imparting a tactile materiality that resists the glassy anonymity typical of many contemporary towers. The restrained palette and attention to detail emphasize the tectonic clarity of the building’s assembly. By treating the structure itself as an architectural finish, Viñoly’s design elevates the material expression of concrete into a fundamental element of the building’s identity. Urban and Cultural Significance As one of the tallest residential buildings in the Western Hemisphere, 432 Park Avenue has significantly altered the Manhattan skyline. Its unwavering verticality and minimal ornamentation create a dialogue with the city’s diverse architectural heritage, juxtaposing a severe abstraction against a backdrop of historic and contemporary towers. 432 Park Avenue occupies a distinctive place in the ongoing narrative of New York City’s architectural evolution. Its reductive form, structural clarity, and spatial generosity offer a compelling study of the power of minimalism at an urban scale. 432 Park Avenue Plans Floor Plans | © Rafael Viñoly Architects Floor Plans | © Rafael Viñoly Architects Floor Plans | © Rafael Viñoly Architects Floor Plans | © Rafael Viñoly Architects 432 Park Avenue Image Gallery © Rafael Viñoly Architects About Rafael Viñoly Architects Rafael Viñoly, a Uruguayan-born architect (1944–2023), founded Rafael Viñoly Architects in New York City in 1983. After studies in Buenos Aires and early practice in Argentina, he relocated to the U.S.. He established a global firm with offices in cities including London, Palo Alto, and Abu Dhabi. Renowned for large-scale, function-driven projects such as the Tokyo International Forum, Cleveland Museum of Art expansions, and 432 Park Avenue, the firm is praised for combining structural clarity, context-sensitive design, and institutional rigor across six continents. Credits and Additional Notes Client: Macklowe Properties and CIM Group Design Team: Rafael Viñoly (Architect), Deborah Berke Partners (Interior Design of residential units), Bentel & Bentel (Amenity Spaces Design) Structural Engineer: WSP Cantor Seinuk Mechanical, Electrical, and Plumbing Engineers: Jaros, Baum & Bolles (JB&B) Construction Manager: Lendlease Height: 1,396 feet (425.5 meters) Number of Floors: 96 stories Construction Years: 2011–2015

Researchers from the US-based University of Massachusetts Amherst (UMass), in collaboration with the Massachusetts Institute of Technology (MIT) Department of Mechanical Engineering, have applied cold spray to repair the deteriorating “Brown Bridge” in Great Barrington, built in 1949. The project marks the first known use of this method on bridge infrastructure and aims to evaluate its effectiveness as a faster, more cost-effective, and less disruptive alternative to conventional repair techniques. “Now that we’ve completed this proof-of-concept repair, we see a clear path to a solution that is much faster, less costly, easier, and less invasive,” said Simos Gerasimidis, associate professor of civil and environmental engineering at the University of Massachusetts Amherst. “To our knowledge, this is a first. Of course, there is some R&D that needs to be developed, but this is a huge milestone to that,” he added. The pilot project is also a collaboration with the Massachusetts Department of Transportation (MassDOT), the Massachusetts Technology Collaborative (MassTech), the U.S. Department of Transportation, and the Federal Highway Administration. It was supported by the Massachusetts Manufacturing Innovation Initiative, which provided essential equipment for the demonstration. Members of the UMass Amherst and MIT Department of Mechanical Engineering research team, led by Simos Gerasimidis (left, standing). Photo via UMass Amherst. Tackling America’s Bridge Crisis with Cold Spray Technology Nearly half of the bridges across the United States are in “fair” condition, while 6.8% are classified as “poor,” according to the 2025 Report Card for America’s Infrastructure. In Massachusetts, about 9% of the state’s 5,295 bridges are considered structurally deficient. The costs of restoring this infrastructure are projected to exceed $190 billion—well beyond current funding levels.  The cold spray method consists of propelling metal powder particles at high velocity onto the beam’s surface. Successive applications build up additional layers, helping restore its thickness and structural integrity. This method has successfully been used to repair large structures such as submarines, airplanes, and ships, but this marks the first instance of its application to a bridge. One of cold spray’s key advantages is its ability to be deployed with minimal traffic disruption.  “Every time you do repairs on a bridge you have to block traffic, you have to make traffic controls for substantial amounts of time,” explained Gerasimidis. “This will allow us to [apply the technique] on this actual bridge while cars are going [across].” To enhance precision, the research team integrated 3D LiDAR scanning technology into the process. Unlike visual inspections, which can be subjective and time-consuming, LiDAR creates high-resolution digital models that pinpoint areas of corrosion. This allows teams to develop targeted repair plans and deposit materials only where needed—reducing waste and potentially extending a bridge’s lifespan. Next steps: Testing Cold-Sprayed Repairs The bridge is scheduled for demolition in the coming years. When that happens, researchers will retrieve the repaired sections for further analysis. They plan to assess the durability, corrosion resistance, and mechanical performance of the cold-sprayed steel in real-world conditions, comparing it to results from laboratory tests. “This is a tremendous collaboration where cutting-edge technology is brought to address a critical need for infrastructure in the commonwealth and across the United States,” said John Hart, Class of 1922 Professor in the Department of Mechanical Engineering at MIT. “I think we’re just at the beginning of a digital transformation of bridge inspection, repair and maintenance, among many other important use cases.” 3D Printing for Infrastructure Repairs Beyond cold spray techniques, other innovative 3D printing methods are emerging to address construction repair challenges. For example, researchers at University College London (UCL) have developed an asphalt 3D printer specifically designed to repair road cracks and potholes. “The material properties of 3D printed asphalt are tunable, and combined with the flexibility and efficiency of the printing platform, this technique offers a compelling new design approach to the maintenance of infrastructure,” the UCL team explained. Similarly, in 2018, Cintec, a Wales-based international structural engineering firm, contributed to restoring the historic Government building known as the Red House in the Republic of Trinidad and Tobago. This project, managed by Cintec’s North American branch, marked the first use of additive manufacturing within sacrificial structures. It also featured the installation of what are claimed to be the longest reinforcement anchors ever inserted into a structure—measuring an impressive 36.52 meters. Join our Additive Manufacturing Advantage (AMAA) event on July 10th, where AM leaders from Aerospace, Space, and Defense come together to share mission-critical insights. Online and free to attend.Secure your spot now. Who won the2024 3D Printing Industry Awards? Subscribe to the 3D Printing Industry newsletterto keep up with the latest 3D printing news. You can also follow us onLinkedIn, and subscribe to the 3D Printing Industry Youtube channel to access more exclusive content. Featured image shows members of the UMass Amherst and MIT Department of Mechanical Engineering research team, led by Simos Gerasimidis (left, standing). Photo via UMass Amherst.