Entrepreneur Stories
Google Unveils Real-Time Spam and Threat Detection for Pixel Users!
In a major move to strengthen security on Android devices, Google has officially rolled out advanced call spam detection and real-time app monitoring for Pixel users, focusing particularly on Pixel 6 devices and newer. These new features, first previewed at the Google I/O event, offer enhanced protection against spam calls, malware, and other potential threats as part of Google’s commitment to safeguarding user privacy and device security.
Introducing Real-Time App Threat Detection
One of the latest upgrades to Google Play Protect, Live Threat Detection continuously monitors apps for any suspicious behavior, moving beyond the traditional approach that only scans apps during installation. This feature leverages Google’s AI technology to watch for unusual activity in apps already installed on a user’s device. This real-time protection is particularly valuable for detecting advanced malware that may initially remain dormant before engaging in harmful actions.
How Live Threat Detection Works
Live Threat Detection is powered by the Android Private Compute Core, which conducts on-device analysis to ensure data privacy. When the system identifies potential threats, it sends users a real-time alert marked by an “Unsafe app found” notification, allowing immediate action to remove or block the threat. The rollout prioritizes stalkerware detection—software that collects sensitive information without consent—though Google plans to expand this functionality to detect other types of malicious apps over time.
Real-Time Scam Detection for Calls
In addition to app monitoring, Google has introduced a real-time scam detection feature for phone calls. This feature uses on-device AI to identify and flag potential scam calls while a conversation is in progress. The AI-based system can detect common indicators of fraud, such as pressuring tactics or unusual requests for sensitive information. If these warning signs appear, the system alerts the user, advising them to end the call.
Technical Implementation
Currently in beta for Pixel 6 and newer models through the Phone by Google app, this feature will be rolled out more broadly in the future. For the latest Pixel 9 series, Google has incorporated Gemini Nano, an advanced AI model designed to enhance real-time scam detection for calls. Older Pixel models, including Pixel 6 through Pixel 8a, will also receive the scam detection feature supported by Google’s on-device machine learning models.
Elevating Security for Pixel and Beyond
These updates highlight Google’s proactive approach to staying ahead of cyber threats on Android. While Pixel users are the first to experience these advancements, Google intends to extend these features to a wider range of Android devices from manufacturers like Lenovo, OnePlus, Oppo, and Nothing in the coming months.
Broader Context of Cybersecurity
As cyber threats evolve, Google is responding with a combination of cutting-edge AI and continuous monitoring to offer robust protection on Android devices. The rollout of Live Threat Detection and real-time scam detection tools reflects Google’s ongoing commitment to providing a safer mobile experience.
Conclusion
With the introduction of real-time spam detection and enhanced security features, Google aims to empower Pixel users by safeguarding their devices against emerging threats. The integration of advanced AI capabilities not only improves user experience but also reinforces trust in Google’s ecosystem.
As these features continue to roll out and expand across various devices, they represent significant strides in mobile security that could set new standards for protecting users against scams and malware in an increasingly digital world.
A decade ago, the success of a startup was measured largely by its ability to raise capital. Today, a different metric is gaining importance: the ability to generate meaningful exits for investors. Large stake sales by early backers are becoming increasingly common, not because growth opportunities have disappeared, but because India’s startup ecosystem is entering a more mature phase where capital is expected to complete its full cycle from investment to returns.
This evolution is particularly significant for consumer brands that have successfully blended technology, retail, and strong brand-building. Companies that were once viewed as high-risk startup bets are now attracting institutional investors capable of absorbing large transactions. Such developments indicate that these businesses are no longer being valued solely on future potential; they are increasingly being assessed on operational performance, market leadership, and long-term profitability. In many ways, investor exits are becoming a validation of a company’s ability to create lasting enterprise value.
The broader implication extends beyond a single company or investor. Successful exits encourage more global capital to enter India’s startup ecosystem because they demonstrate that liquidity opportunities exist at scale. As more venture-backed companies approach public listings, secondary transactions, or strategic investments, the focus of founders and investors alike may shift from chasing headline valuations to building durable businesses. The next chapter of India’s startup journey will likely be defined not just by the creation of unicorns, but by the creation of companies capable of delivering sustained returns to all stakeholders.
Apple has unveiled the new MacBook Air with M5 chip, starting at $999 for 13-inch and $1,299 for 15-inch models. The MacBook Air M5 boasts a 2nm M5 chip with 12-core CPU, 18-core GPU, and 50 TOPS Neural Engine for seamless AI tasks like real-time translation and 8K editing. Up to 22 hours of battery life, Thunderbolt 5, and Wi-Fi 7 make it the ultimate ultraportable, now 10% thinner at 0.44 inches with fanless cooling.
Key MacBook Air M5 features include Liquid Retina XDR display (500 nits, nano-texture option), 12MP Center Stage camera, and six-speaker Spatial Audio. Colors like new Sky Blue join Midnight and Starlight. Pre-orders are live today, with macOS Sequoia 15.4 enhancing Apple Intelligence and iPhone Continuity for students, pros, and remote workers.
Why buy MacBook Air M5 now? It outpaces Snapdragon X Elite rivals with ecosystem magic and future-proof performance, eyeing top 2026 laptop sales. CEO Tim Cook calls it “more capable than ever.” Visit apple.com for M5 MacBook deals and specs.
Delhi NCR-based gaming startup Zupee has acquired Mumbai-based microdrama platform Vertical TV in a deal valued under INR 40 Cr. This move strengthens Zupee Studio, its short-video arm launched in September 2025, by integrating Vertical TV’s expertise in bite-sized dramas like romance and thrillers.
Facing challenges from India’s 2025 real-money gaming ban, Zupee valued at $1 Bn after raising $120 Mn has pivoted to non-gaming content, including recent layoffs of 40% of its workforce. The acquisition builds on its November 2025 purchase of Australian AI firm Nucanon for interactive storytelling, targeting its 200 Mn+ users with engaging, mobile-first formats.
This deal underscores the rising microdrama trend in India, helping Zupee diversify amid regulatory pressures and compete in the short-video space dominated by quick, shareable content for on-the-go audiences.
