Category: Technology

  • Bridging the Gap: How Explainable AI is Transforming Decision-Making

    intelligence and human understanding

    In the modern era, artificial intelligence (AI) is transforming industries, yet its complexity challenges decision transparency. Danish Khan, an AI transparency expert, examines Explainable AI (XAI) as a bridge between machine intelligence and human understanding. His insights highlight XAI’s role in fostering trust, enhancing decision-making, and ensuring ethical AI deployment across diverse sectors.

    The Rise of Explainable AI
    As AI becomes increasingly sophisticated, the need for transparency in algorithmic decision-making is more crucial than ever. Traditional machine learning models, particularly deep learning networks, often function as “black boxes,” providing little insight into their internal logic. XAI addresses this issue by making AI-driven outcomes more interpretable, enabling users to understand, trust, and effectively utilize AI insights.

    Key Approaches to AI Explainability
    The field of XAI has introduced key methodologies to enhance transparency. SHAP (SHapley Additive Explanations) assigns importance values to features, providing deep insights into AI predictions. LIME (Local Interpretable Model-Agnostic Explanations) simplifies complex models with local approximations, making predictions more interpretable. These techniques have greatly improved AI applications across various industries, fostering trust and usability.

    Enhancing Trust and Compliance in AI Systems
    A major advantage of XAI is its role in increasing user trust. Studies indicate that users are more likely to rely on AI-driven decisions when they understand the underlying logic. In regulatory environments, such as finance and healthcare, explainability is not just a convenience but a necessity. XAI frameworks help organizations comply with legal and ethical guidelines by ensuring that AI decisions are fair, unbiased, and transparent.

    Applications in Healthcare
    The healthcare industry has seen significant improvements through XAI. AI-assisted diagnostic tools, when equipped with explainability features, have shown a marked increase in accuracy and efficiency. Studies reveal that diagnostic accuracy improves by up to 28% when healthcare professionals can interpret AI-generated results. Moreover, patient trust in AI-assisted diagnoses rises when they receive clear explanations, leading to better treatment adherence.

    AI in Financial Decision-Making
    The financial sector has also benefited from XAI, particularly in risk assessment and fraud detection. Explainable AI models enable financial analysts to identify the reasoning behind credit scoring and loan approval processes. This increased transparency has resulted in fewer disputes and enhanced customer satisfaction. Moreover, XAI-powered fraud detection systems have significantly reduced false alarms while maintaining high detection accuracy.

    Impact on Manufacturing and Automation
    In manufacturing, XAI is optimizing processes by improving quality control and predictive maintenance. Factories utilizing explainable AI systems have reported a 44% reduction in defect rates and a notable improvement in production efficiency. Predictive maintenance models, when backed by transparent decision-making, allow engineers to proactively address potential failures, thereby reducing downtime and maintenance costs.

    Overcoming Ethical and Regulatory Challenges
    Ethical concerns in AI-driven decisions are rising, as biases can lead to unfair outcomes in hiring, lending, and law enforcement. XAI helps identify and reduce biases by enhancing transparency in decision-making. Organizations adopting structured XAI frameworks have significantly lowered bias-related incidents and improved compliance with ethical standards, ensuring fairer and more accountable AI systems.

    Future Directions in XAI
    As AI continues to evolve, so will the methodologies for enhancing explainability. Researchers are exploring hybrid approaches that combine multiple explanation techniques for greater accuracy and comprehensibility. Advances in natural language processing are also being integrated into XAI, enabling AI systems to provide detailed yet understandable justifications for their decisions.

    In conclusion, Explainable AI is essential for building trust, ensuring compliance, and promoting ethical decision-making in AI systems. Danish Khan emphasizes the need for transparency in AI, demonstrating how XAI is transforming intelligent automation. By bridging the gap between complex algorithms and human understanding, XAI is driving more responsible and effective AI implementations for the future.

  • How the future of work will rely on innovation

    Over the years, myriad technological and cultural innovations have changed how we work. With AI, automation and hybrid work arrangements now the norm, the future of work is here today. As such, many businesses and organizations are seeking solutions that keep them on the cutting edge. That’s because success in any industry often depends on innovation at all levels, from branding and marketing to operations and management.

    From digital and interactive displays to content management software, these tools accelerate innovation by expanding user capabilities, inspiring new approaches and enhancing existing ones.

    Innovation in the hybrid office

    As more organizations ask employees to return to the office, they may still be at home one or two days a week. According to talent solutions and business consulting firm Robert Half, employees like remote work, with nearly half of 2025 job-seekers looking for a hybrid role and more than a quarter saying they’d like to be fully remote.

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    Business leaders are responding to this desire for flexibility by looking for innovative technology solutions that support a hybrid environment. Most hybrid work strategies aim to keep employees connected, ensure effective collaboration and maintain existing organizational culture — all of which are proven competitive advantages.

    In short, today’s office must:

    • Be vividly versatile with technologies that enable personalized productivity, so employees can work seamlessly in the office, at home or wherever their work takes them.
    • Defy expectations of modern work with intentionally designed office spaces that ensure employees’ health and safety while minimizing distractions and enhancing productivity and communication.
    • Upscale collaboration with intuitive, immersive experiences and technology investments that bridge the gap between in-person and virtual participants, so meetings run smoothly, ideas and insights are shared freely, and participation is frictionless.

    More than 60% of executives surveyed by the World Economic Forum said that broadening digital access is most likely to help transform their organizations. That makes digital displays, such as Samsung Interactive Display WAF and QPD Series, invaluable tools of progress and innovation, creating critical connection points that power new ways to pursue and achieve goals. As digital transformations accelerate this year and beyond, these displays will be more important than ever.

    A new digital outlook

    Samsung smart displays offer a clear vision of the future of hybrid work. WAF Series — which comes in 65-inch, 75-inch and 86-inch models — offers users a familiar and intuitive user experience, thanks to its Android operating system.

    More important are the new opportunities for engagement, education and collaboration. With the WAF, users can share multiple screens and host up to 40 touchpoints simultaneously, encouraging brainstorming, collaboration and discussion. An Annotation On feature lets users take notes anywhere on the screen with the click of a button. Samsung WAF also comes with AI tools, such as Circle to Search with Google, allowing for quick searches of words and images. Users can also transcribe recorded presentations or training sessions and generate summaries for easy access and review later.

    For the ultimate viewing experience, look to the QPD Series, which breaks new ground in design and usability. This starts with its ultra-wide, 105-inch screen that creates an immersive meeting environment and supports frictionless participation, be it in person, online or hybrid. This is enhanced further by 5K resolution and a smart calibration feature that brings logos and visuals to life with precise, vibrant colors. The nonglare panels also ensure whatever is on the screen can be seen from every angle at any time of day.

    Adding to the collaborative powers of QPD is Smart View, which enables up to 10 attendees to share their screens wirelessly — and comfortably, thanks to the 21:9 aspect ratio of the vast digital canvas. Further refinement comes with the unit’s built-in professional modes for specialized industries, including filmmaking and medicine.

    Making the most of displays requires a robust content management system, such as Samsung VXT. This cloud-based digital signage solution makes it easy to create, update, broadcast and manage content that appears on the screens. Plus, you can do this from any location and device, allowing users to get ahead and update displays with company announcements, performance dashboards or employee recognition slides when they are not being used in meetings. With VXT PIRS App, you can utilize additional solutions tailored to your specific needs, such as Seenspire, which offers 200+ license-cleared content feeds, PIRS Art, which offers access to a wide range of art content, or Link My POS, which is a POS-integrated menu board. You can also use VXT on the WAF to display emergency notifications in a corporate setting. This way, employees can receive consistent, relevant information when and where it’s needed most.

    Driving innovation

    Success often hinges on leading the conversation rather than following it. This necessitates innovative thinking and technology to turn ideas into reality and answer, “What is the future of work?” That’s where Samsung steps in, offering the screens, monitors, displays and management systems necessary to improve the hybrid work environment and put your organization back in the vanguard.

    Discover how interactive displays foster collaboration and success in the workplace. And learn about creating high-impact visuals indoor and out with this guide to direct view LED technology.

  • Consistent unveils advanced 4G linkage cameras for next-gen surveillance – CRN

    Consistent unveils advanced 4G linkage cameras for next-gen surveillance – CRN

    Consistent Infosystems has launched its latest security solutions—the 4G Solar Linkage Mini Pan-Tilt Camera (CT-CM-6 MLPT) and the 4G Linkage Mini Pan-Tilt, ATC Camera (CT-CM-4 MLPT). These advanced cameras offer high-resolution imaging, AI-driven monitoring, and seamless mobile connectivity for enhanced surveillance.

    Designed for both residential and commercial applications, the cameras integrate AI-powered motion detection, two-way audio, and mobile app monitoring. The CT-CM-6 MLPT model features dual 3MP cameras, a built-in solar panel, and battery for uninterrupted outdoor operation, while the CT-CM-4 MLPT offers dual 2MP cameras with an expanded field of view. Both models support up to 256GB SD card storage, are IP66-rated for durability, and include a 10X digital zoom for detailed imaging.

    Yogesh Agrawal, CEO & Co-Founder of Consistent Infosystems, highlighted the company’s commitment to innovation, stating, “Our new 4G Linkage Cameras provide cutting-edge security, seamless connectivity, and real-time monitoring to ensure peace of mind.”

    Available through Consistent Infosystems’ distribution network and online marketplaces, the CT-CM-6 MLPT is priced at ₹10,999, while the CT-CM-4 MLPT is available for ₹7,999. With these latest offerings, Consistent Infosystems continues to redefine modern security solutions.

     

  • Revolutionizing Warehouse Management: The Impact of IoT on Modern Logistics

    Internet of Things

    In this digital era, Dinesh Kumar Garg, a renowned expert in industrial automation and logistics, examines the evolution of warehouse management systems through the integration of the Internet of Things (IoT). His research delves into how connected technologies are transforming efficiency, accuracy, and sustainability within the logistics sector. By leveraging IoT innovations, warehouses are becoming smarter, optimizing operations, and enhancing supply chain performance, ultimately redefining the future of logistics management.

    The Shift from Conventional to Smart Warehouses
    For decades, warehouse operations relied on manual processes and rudimentary tracking systems, often leading to inefficiencies, high operational costs, and errors in inventory management. The introduction of IoT has significantly altered this landscape. IoT-enabled systems now integrate real-time tracking, automation, and predictive analytics, reducing errors and enhancing warehouse productivity.

    The Role of IoT in Real-Time Inventory Tracking
    One of the most significant advantages of IoT in warehouse management is real-time inventory tracking. Advanced sensor networks, RFID tags, and cloud-based platforms enable warehouses to monitor stock levels with unparalleled accuracy. These systems can reduce inventory discrepancies to below 0.5% while ensuring that stock levels remain optimal, preventing overstocking and shortages.

    Enhancing Operational Efficiency with Automation
    IoT-driven automation is transforming warehouse operations by integrating autonomous guided vehicles (AGVs), robotic picking systems, and AI-powered analytics. These innovations help reduce labor costs by 30-40% while enhancing space utilization by 25-30%. By streamlining order fulfillment, IoT improves supply chain responsiveness, reduces delays, and drives overall operational efficiency, ensuring faster and more accurate inventory management.

    Environmental Monitoring for Improved Storage Conditions
    IoT-enabled environmental monitoring safeguards sensitive goods by maintaining optimal storage conditions. These systems provide real-time data, ensuring precise temperature control within ±0.5°C. By stabilizing warehouse climates, IoT reduces humidity fluctuations and minimizes product spoilage by up to 20%, enhancing efficiency and preserving inventory quality.

    AI and Machine Learning in Predictive Maintenance
    IoT integration goes beyond basic automation by incorporating artificial intelligence (AI) and machine learning algorithms. These technologies process millions of data points daily, enabling predictive maintenance schedules that reduce equipment downtime by up to 40%. This predictive capability not only extends the lifespan of warehouse equipment but also minimizes disruptions to operations.

    The Future of Warehouse Connectivity with 5G
    The deployment of 5G in warehouses is set to further enhance IoT capabilities. With data transmission speeds reaching up to 20 Gbps, real-time processing of inventory, environmental conditions, and operational workflows becomes seamless. This improvement supports applications such as augmented reality (AR) picking systems, which can increase picking accuracy by 40%.

    Modern warehouse management prioritizes sustainability, integrating IoT-powered smart energy systems to optimize electricity usage and cut energy consumption by 30-40%. Smart lighting, automated HVAC controls, and renewable energy solutions enhance efficiency while reducing environmental impact. These innovations are transforming warehouses into eco-friendly operations without compromising productivity or performance.

    Overcoming Implementation Challenges
    Despite its advantages, the integration of IoT in warehouse management presents challenges such as high initial costs, data security concerns, and system compatibility issues. However, structured implementation strategies that prioritize ERP integration, workforce training, and phased adoption can mitigate these challenges, leading to successful deployments.

    In conclusion, as IoT continues to advance, its influence on warehouse management is set to expand, reshaping logistics and supply chain efficiency. The integration of automation, real-time analytics, and sustainability-focused innovations is revolutionizing warehouses, transforming them into intelligent ecosystems capable of optimizing operations and enhancing productivity. By embracing these technological advancements, organizations can streamline inventory management, reduce operational costs, and improve overall efficiency. Dinesh Kumar Garg‘s research underscores the vast potential of IoT in driving operational excellence, cementing its role as the foundation of modern warehouse management.

  • iPhone component maker Murata Electronics to lease factory in Chennai

    Murata Electronics (India) Private Limited, a subsidiary of iPhone component maker Murata Manufacturing Co., Ltd., has entered into an agreement to lease a factory within an industrial park in India. The handover will take place in February 2025. The Japanese company said in a release that through this venture, Murata will gain experience in factory operations in India and prepare for future manufacturing activities in the country.

    The plant will package and ship multilayer ceramic capacitors. The facility at OneHub Chennai Industrial Park near Mamallapuram is aiming for full-scale operation in FY2026, the release said.

    Tamil Nadu’s Industries Minister TRB Rajaa said in a social media post, “After big ones like Corning and Jabil, Japanese electronics giant Murata Manufacturing has entered Tamil Nadu with a factory at OneHub Chennai Industrial Park to manufacture multilayer ceramic capacitors.”

    • Read: Chennai Metro Phase II expansion begins; Corridor 5 work kicks off

    “We have been speaking to Murata for about a year now, and after multiple meetings, we are immensely happy to see them commence production in Tamil Nadu.

    To those who say “only assembly” is happening in India – watch how the supply chain shift is happening. India will soon become a global hotspot for advanced electronics manufacturing, and Tamil Nadu will be the engine that drives that transformation, he said.

    • Read: Dropping the beats, not the ball!

  • 7 ways Samsung Interactive Displays are reinventing digital collaboration tools for businesses

    Group meetings require group communication tools for success. Unfortunately, typical meetings today are disjointed and individual. Some people furiously scribble notes, while others jump up to capture whiteboard notes with their smartphone cameras. Still, others may not even be in the room but are following remotely.

    It’s not just the attendees who have issues. Even presenters may struggle to connect their devices, software and file types to the technology in the room. All of this can fracture group focus and hamper collaboration.

    The good news is that technology has come to the rescue again. Interactive displays and smart boards have not only consigned the old whiteboards and projectors to the dustbin of history, but they’ve grown to incorporate a tremendous suite of collaboration tools for businesses that are designed to facilitate group work and support successful outcomes.

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    The new Samsung WAF Interactive Display Series features the best collaboration tools available today, elevating the meeting space in seven important ways.

    A digital workspace: 7 ways Samsung WAF Interactive Displays change everything

    The Samsung WAF Interactive Display is changing how digital collaboration happens in the workplace. Here are seven ways they’re transforming the meeting room:

    1. Brainstorming: Presenters can jot down or draw a steady stream of ideas on the Samsung WAF Interactive Display. A friendly user interface allows users to switch colors and input types — from a thin pen to a thick brush — and erase with a simple swipe of their finger or palm. In fact, a dual-sided digital pen allows users to effortlessly switch between two different colors from the front and back sides of the pen without having to change settings or interrupt the meeting’s flow. In addition, old notes from past meetings can be retrieved for review and editing.
    2. Presenting: While you can use the Samsung WAF Interactive Display as a whiteboard, it can do much more for your presentations. The digital display can run through a presentation deck, image galleries and files, show websites and play video in up to 4K resolution. Presenters can split the screen into two windows and share content from multiple applications simultaneously. A similar feature, Split Note Mode, enables the screen to be split into sections, allowing four presenters to write or draw at the same time. They can also annotate — meaning they can write notes or draw on — the displayed content. Integrated videoconferencing extends the presentation to remote participants, too. The WAF Series comes with an AI Assistant tool, which provides voice transcription at the tap of an on-screen button, allowing you to capture and transcribe entire presentations, including notes and questions. You can also use the Circle to Search with Google tool for quick word and image searches directly on the display.

    Furthermore, to allow staff to make presentations more seamlessly, new quick access controls on the front of the display give presenters fast access to frequently used functions. That way, they can operate the display fast and efficiently and not fumble with technology while speaking.

    • Sharing: Up to nine in-person or remote employees can wirelessly connect their computers or smartphones and simultaneously share their screens on the Samsung WAF Interactive Display. The screen mirroring feature supports Mac, Windows, iOS, Android and Chrome OS devices. Meeting participants can also share files by connecting their devices to the display through USB-C and HDMI ports. So, instead of everyone huddling around a small computer or smartphone screen at the conference room table, you can simply push content to the WAF display so everyone can see more comfortably.
    • Illustrating: With up to 40 simultaneous touchpoints on the WAF’s touchscreen display, multiple employees can write or draw simultaneously, using Samsung’s dual pen or even their fingers as a stylus. The WAF Interactive Display lets you draw in multiple pen colors, styles and thicknesses and insert 3D shapes like squares or circles.
    • Personalizing: Because the Samsung WAF Interactive Display is based on the Android OS, the device operates familiarly and intuitively. It gives users access to widgets and applications, including the Google Workspace productivity suite and YouTube. Through Google Play, users can download any Android apps that they need. Businesses can also turn their WAF display into a Windows device by plugging a Windows PC device into the OPS (Open Pluggable Specification) slot on the display. That way, users will have access to all the features of a Windows-based computer directly on the display.
    • Editing and appending: You can seamlessly connect the Samsung WAF Interactive Display to third-party apps like Microsoft 365 to edit and annotate anything — from layouts and proposals to images and schematics. Once done, they can capture and store the content, which leads to the last benefit.
    • Saving, storing and distributing: Critical content from meetings, such as conversations or illustrations from brainstorming sessions, can be saved easily to the WAF Interactive Display’s 64GB built-in storage or uploaded to cloud storage. Samsung WAF’s AI Assistant tool also allows you to create an instant summary of the presentation, automatically populating headers for each section and timestamps where certain points were made. Presenters can share the content by emailing meeting attendees or making it available in the cloud.

    Collaborate with Samsung WAF Interactive Displays

    Samsung WAF Interactive Displays come in three form factors — 65-inch, 75-inch and 86-inch — that combine the benefits of easel-based paper flip charts, traditional whiteboards and room projectors into one. The result is a super-charged digital collaboration tool for everyone. Furthermore, the user experience is intuitive, too, so initial training takes mere minutes, and meeting setup is minimal. Most users can walk up to the Samsung WAF Interactive Display for the first time and immediately get to work.

    That work will become all the more dynamic and effective thanks to the collaboration technology and software packed inside, whether at the ideation stage of a project or the final presentation. The display unifies the room, putting all technology under one umbrella, aligning platforms and streamlining connections. Samsung WAF Interactive Display also embraces today’s hybrid and remote work world by incorporating powerful videoconferencing technology, ensuring more people have a voice at the table.

    Workplace versatility

    Business success today often depends on versatility — and that takes in technology, too. Samsung WAF Interactive Displays provide that flexibility in the workplace with an impressive set of digital collaboration tools that help transform ideas into reality. Meetings that start as simple discussions become more interactive, lively and productive — just by someone standing up, walking over to the display and getting to work.

    Learn more about incorporating smart conference room technology with this free guide. And discover how digital displays can also lead to cost savings at the office.

  • Tech Data Capital to launch in India, empowering partner growth through flexible financing – CRN

    Tech Data Capital to launch in India, empowering partner growth through flexible financing – CRN

    Tech Data Advanced Private Limited (Tech Data – India) announced the launch of Tech Data Capital in India, offering flexible financing solutions powered by selected financial institutions exclusively to its partners and end-customers. With successful launches in Singapore, Australia, and New Zealand in May 2024, Tech Data Capital has already supported partners across multiple sectors, closing more than 20 deals sized in the range of $100,000 to over $20 million.

    Tech Data Capital’s value-added payment solutions provide IT channel partners and their clients new ways of extending their overall purchasing power, which helps boost profits and accelerate the overall growth of the IT ecosystem. 

    “Across global markets, we’re seeing a strong demand for financing solutions that help businesses keep pace with evolving technology needs,” said Wayne Peters, Global VP, Financial Solutions, TD SYNNEX. “Partners today are not just looking for credit; they need financial solutions that address issues such as complex deal structures, long deployment cycles, and multi-year service contracts. Tech Data Capital is designed to provide this flexibility, allowing businesses to invest in technology without straining their balance sheets. By expanding this solution to India, we’re enabling partners to better serve their customers and capture new growth opportunities in one of the world’s most dynamic technology markets.”

    “Indian enterprises are showing a growing appetite for advanced technology, highlighted by the rise in digital transformation initiatives and the increasing demand for AI-driven solutions.” said Sundaresan K., VP and Country General Manager, at Tech Data – India. “In this shifting landscape, access to capital remains a key enabler for many partners looking to expand their offerings and scale their business. With Tech Data Capital, we are providing our partners the flexibility to fund technology adoption that propels business growth. This is a crucial step toward ensuring that businesses across India, from startups to large enterprises, have access to financial solutions that empower long-term success.”

    As technological shifts introduce complex business challenges, vendors, distributors, and partners are seeing the channel as a reliable source to validate and scale new technologies and to obtain guidance and business insights. Many partners are exploring alternative sources for financing or enhanced payment solutions to fund business growth, invest in new technologies, and meet customer demand in the face of increased competition and tighter margins. According to the latest Tech Data Direction of Technology Report for Asia Pacific & Japan (APJ), credit and financial scalability emerge as a top concern for 35% of partners. 

    Through its partnership with selected financial institutions, Tech Data Capital simplifies the financing process where a payment solution can be integrated into a product sale and be funded for the full term upfront. This eliminates credit risk for the partner and provides increased customer value. Partners also gain access to dedicated financial teams with expertise, comprehensive training, and integrated selling alongside product marketing and sales teams. Financing options include instalment and deferred payments, with terms extending from 12 to 60 months, ensuring that partners can avail themselves of the adaptability they need to scale.

  • The AI Revolution in Search Technology: From Keywords to Neural Understanding

    AI-driven solutions

    In today’s digital age, artificial intelligence is transforming how we search for and interact with information. AI-powered search technology has moved beyond traditional keyword-based methods to sophisticated neural networks that comprehend context and user intent. Durga Rao Manchikanti, a seasoned expert in AI-driven solutions, explores the advancements reshaping search technology. His in-depth analysis highlights how AI enhances accuracy, efficiency, and personalization in information retrieval. With extensive experience in the field, he provides valuable insights into how these innovations are revolutionizing search systems, making them more intuitive and responsive to user needs in an increasingly data-driven world.

    The Shift from Keyword-Based to Semantic Search
    Search technology has evolved beyond keyword matching. Traditional engines relied on Boolean operators and TF-IDF but struggled with context and intent. AI-driven search now uses semantic search, where neural networks interpret meaning rather than exact words, delivering more intuitive, accurate results and reducing frustration from ambiguous queries.

    The Role of Neural Networks and Large Language Models
    Modern search engines are now powered by neural networks and large language models (LLMs) that enhance understanding at a deeper level. Transformer architectures, such as those used in advanced NLP models, allow search systems to grasp complex relationships between words and phrases. These networks analyze vast amounts of data, learning from user interactions to deliver results that align more closely with the user’s intent.

    Context-Aware and Intent Recognition Capabilities
    As per Manchikantti, a major breakthrough in AI-powered search is its ability to understand context and recognize intent. Older systems struggled with queries that lacked explicit keywords, whereas modern AI-driven engines use contextual clues such as search history, device type, and user behavior to improve accuracy. This has significantly enhanced the user experience, particularly in e-commerce, enterprise applications, and medical research.

    Personalization and Predictive Query Suggestions
    One of the most noticeable improvements in AI search technology is its ability to personalize results. Search engines now analyze user preferences, browsing history, and engagement patterns to tailor results in real time. Predictive query suggestions leverage AI models that anticipate a user’s intent before they even complete their search. This not only speeds up search processes but also ensures users find the most relevant information with minimal effort.

    Multi-Modal Search: Beyond Text-Based Queries
    Search technology is no longer limited to text-based queries. AI is expanding the capabilities of search engines to include voice, image, and video searches. Multi-modal search allows users to find information using different formats, from voice commands to image recognition. This advancement has proven particularly useful in industries such as e-commerce, where users can search for products using photos instead of text descriptions.

    Overcoming Challenges: Scalability, Bias, and Privacy
    Despite its advancements, AI-powered search faces challenges. Scalability is a major concern, requiring vast computational resources to process queries in real time. Algorithmic bias must be addressed to ensure fair search results across demographics. Privacy remains crucial, as AI models must balance personalization with data protection using techniques like federated learning and differential privacy, ensuring secure and ethical search experiences for users worldwide.

    The Future of AI in Search
    Looking ahead, AI-powered search will grow more sophisticated with AR and VR interfaces enabling immersive interactions. Blockchain is being explored for secure indexing, while advancements in real-time personalization, contextual understanding, and cross-platform integration will redefine search experiences, making information retrieval more intuitive, secure, and seamlessly connected across devices.

    In conclusion, Durga Rao Manchikanti highlights AI’s transformative impact on search technology. The shift from keyword-based to neural-driven systems enables more intuitive, personalized, and efficient information retrieval. As AI advances, search engines will increasingly anticipate user needs, refining how we search, interact, and consume information with greater accuracy.

  • Samsung targets to cross 100 mn Galaxy A series unit sales this year

    Smartphone maker Samsung is targeting to cross 100 million Galaxy A series unit sales in India this year as it expands its portfolio with the launch of two new models — A56 and A36, each available in three variants, a senior company official said on Monday.

    Samsung India, Mobile Experience, Vice President, Aditya Babbar said the new A series devices would be made in India.

    • Also read:Samsung launches entry-level Galaxy F06 5G at ₹9,499

    “As per Counterpoint Research, there are 89 million happy customers on A series. We are targeting greater than 100 million devices in A series this year,” he noted.

    Babbar said that according to Counterpoint Research, last year, Samsung was an absolute leader in the price segments of ₹25,000 to ₹35,000 and ₹35,000 to ₹50,000 in which Galaxy A56 and Galaxy A36 are being launched, and the company expects to maintain that trend.

    Samsung has launched three variants of Galaxy A56 in the net effective price range of ₹41,999 to ₹44,999 apiece, with the high-end model having 12 GB system memory and 256 GB internal storage.

    The three variants of Galaxy A36 have been priced at ₹32,999 to ₹35,999.

    • Also read: Samsung launches Galaxy S25 series; to be manufactured at Noida plant

    “Galaxy A56 5G and Galaxy A36 5G measure just 7.4 mm in thickness. There are a lot of segments first that are coming in the phone. We are bringing AI in these phones,” Babbar said.

    Galaxy A56 5G and Galaxy A36 5G smartphones come with a triple-camera system, featuring a 50-megapixel (MP) main lens. Both devices are dust and water-resistant with an IP67 rating.

    Galaxy A56 5G has Exynos 1580 chipset, and Galaxy A36 5G runs on the Snapdragon 6 Gen 3 Mobile Platform.

  • The top 3 hidden costs of outdated signage technology for SMBs

    A lot of small business costs are impossible to ignore. There’s the money you need to spend developing or sourcing products. Every physical store or restaurant location represents a serious investment in real estate. Any increase in headcount will probably add more digits to your expense sheet. There’s at least one area, though, where you might overlook the impact on your company’s finances.

    Technology is essential to running any small business today, but it has to be current enough to meet employee and customer expectations. For example, investing in Samsung’s digital signage solutions for business means offering exceptional performance while avoiding many common headaches.

    On the flip side, the consequences can be significant when your tools become too old or antiquated for the job. You might not see them coming at first, but over time, these costs can cause your small business expenses to rise unexpectedly, regardless of your budget.

    The best way to get ahead of that challenge is by fully understanding the risks, which include:

    1. Lost revenue

    Imagine a customer walking into a store where most associates are already busy serving others. The customer might need essential information, such as whether a sale is still running for the item they want. A nearby display shows that it is, so the customer goes to the checkout — only to learn that the digital sign they looked at hasn’t been updated. They’ll have to pay full price if they want the item.

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    Now, consider what happens when a customer looks at a digital sign or display and finds nothing but a dark screen. They’ll need to track down an employee who may already be overworked and struggling to manually update or troubleshoot digital signage.

    These kinds of poor customer experiences drive people to shop elsewhere. Since 73% of small businesses say competition is their top macroeconomic stressor, it pays to have technology that informs your customers with accurate information. Samsung VXT offers a simple and streamlined way to create, capture and update content across all your digital signs, kiosks and menu boards. With the right content management system (CMS), you’ll inspire more confidence among your customers and give them one less reason to leave.

    2. Staffing and support costs

    Every minute focused on fixing or updating content adds to the overall cost of digital signage. This is sometimes called “tech debt” because it builds up the longer you put off upgrading or modernizing the tools you use. On average, 65% of businesses spend over $2 million trying to maintain legacy systems. Many small businesses lack the internal IT expertise to handle this work, often relying on costly third-party support services as a result.

    The small business costs don’t end there. Employees who feel continually frustrated by the technology they use at work can become less productive and demoralized. This can contribute to staff turnover, and the cost of replacing them could be high, given that nearly half of U.S. small businesses have just one to four workers.

    Contrast that with providing employees with retail digital signage that transforms visual merchandising and makes it easier to make a sale, LED signage solutions that answer customer FAQs, and Samsung Kiosks that promote self-service. Suddenly, you’re spending less on maintenance while freeing up your team to do their best.

    3. Cybersecurity incident response

    Digital signage for businesses has evolved to the point where a CMS may be integrated with a number of other platforms and applications running on the same network. That means cybercriminals who manage to penetrate a small business’s defenses could tamper with displays as easily as they steal customer data.

    Without protection, for example, digital signs could be fed misleading information or present QR codes that take customers to sites infected with malware. On the backend, a digital signage CMS could provide access to systems where rogue actors cause financial and reputational harm.

    Small businesses can’t afford to deal with data breaches and other security incidents simply because their technology is outdated and more vulnerable. This makes it all the more important that you opt for a CMS like Samsung VXT with built-in security and support for industry standards.

    Take a holistic approach to investing in tech upgrades

    Fortunately, more small businesses are starting to recognize the hidden costs of outdated technology and are investing accordingly. In fact, small businesses are spending more on new technology now than in the past three years.

    Some of that spending will undoubtedly go toward artificial intelligence (AI) solutions and new mobile devices, but digital signage must also stay current. Connect with a trusted technology partner who can help you look beyond the basics of digital signage pricing and optimize your small business costs.

    See the latest VXT product updates and features, and learn how one company seamlessly bridged online and in-person commerce with Samsung displays and VXT software in this case study. Also, discover why Samsung VXT is called an “all-in-one” content management system.