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Algorithms for Everyone: Breaking the Enterprise Monopoly on Business Intelligence
Algorithms for Everyone: Breaking the Enterprise Monopoly on Business Intelligence

International Business Times

time19-07-2025

  • Business
  • International Business Times

Algorithms for Everyone: Breaking the Enterprise Monopoly on Business Intelligence

The artificial intelligence boom has transformed entire industries, but it has largely bypassed the businesses that form the backbone of the American economy. While tech giants deploy sophisticated machine learning algorithms to optimize everything from ad targeting to supply chains, the nation's 30 million small businesses remain stuck making critical decisions based on intuition rather than data. Lin He thinks that's about to change. The veteran data scientist has spent the last decade solving complex analytical challenges for major corporations—from detecting hundreds of millions in potential fraud to optimizing marketing budgets worth tens of millions of dollars. Now she's targeting a much larger problem: bringing enterprise-grade business intelligence to businesses priced out of the AI revolution. The Trillion-Dollar Technology Desert Small businesses generate nearly $6 trillion annually and employ 60 million Americans, yet most operate with 1990s-era technology. Family restaurants track inventory on spreadsheets, neighborhood clinics schedule appointments with paper calendars, and local retailers make purchasing decisions based on gut feelings rather than data patterns. This creates competitive disadvantage that compounds daily. While Amazon uses predictive algorithms and Walmart leverages machine learning for logistics optimization, small businesses fight with their hands tied behind their backs. "Many small business owners are sophisticated AI consumers in their personal lives," He observes. "They rely on GPS apps that optimize driving routes and streaming services that predict entertainment preferences. But when they walk into their businesses, they're making decisions the same way their grandparents did." McKinsey estimates that widespread AI adoption among small businesses could add $2.6 trillion to the U.S. economy by 2030, yet enterprise AI solutions remain prohibitively expensive for most SMEs. From Gaming Giants to Corner Stores He's expertise was forged in environments where milliseconds translate to millions in revenue. At major gaming companies, she built systems optimizing player experiences while maximizing business outcomes in real-time. Her breakthrough work created algorithms that adapted marketing strategies instantly, predicting which users would make purchases and adjusting offers accordingly. "The gaming industry taught me that sophisticated technology is worthless if it doesn't solve real business problems," she explains. That philosophy drives SmartScale AI, her venture to make enterprise-level business intelligence accessible to businesses with thousand-dollar budgets rather than hundred-thousand-dollar ones. Reinventing the Economics of Intelligence Traditional business intelligence platforms were designed for large corporations with dedicated IT departments. SmartScale AI takes a different approach, using AI not just to analyze data but to manage entire technology infrastructure. The platform employs dynamic resource allocation—algorithms automatically scaling computing power based on demand—reducing infrastructure costs by 70%. Pre-configured industry modules eliminate custom development needs, while intuitive interfaces ensure business owners need no technical training. "We're not creating simpler versions of enterprise tools," He emphasizes. "We're using more sophisticated technology to make user experience simpler." Early pilots show promising results. A local bakery reduced food waste by 25% while increasing sales 15% through better demand forecasting. A medical practice optimized scheduling to reduce patient wait times 30%. Building Without Silicon Valley Strings Unusually for a tech startup, SmartScale AI pursues growth without venture capital. He bootstraps with personal investment while building sustainable revenue through service partnerships and subscriptions. This reflects both philosophical conviction and strategic calculation. Avoiding venture pressure enables focus on solutions serving small business needs rather than investor expectations. "Venture capital optimizes for rapid scale and maximum returns," He explains. "But small businesses need sustainable, reliable, affordable solutions." Bootstrap approach enables flexible pricing. Initial subscriptions start at $500-1,000 monthly—generating meaningful revenue while remaining affordable for businesses with hundreds of thousands in annual revenue rather than millions. The Competitive Imperative As international competition intensifies, American small businesses' ability to leverage technology becomes increasingly critical. Countries like China and South Korea have made substantial SME digitization investments, while the EU launched comprehensive digital transformation initiatives. He's background spans continents and industries, from optimizing NYC transit routes to detecting international fraud. Her credentials include Columbia and Georgia Tech degrees, expertise across programming languages and cloud platforms, plus measurable business impact at scale. "American small businesses have always succeeded through innovation and adaptability," He observes. "Now they need tools amplifying those strengths rather than requiring them to become technology experts."

Driving green change: Astronergy solar panels energize Australian site
Driving green change: Astronergy solar panels energize Australian site

Yahoo

time06-06-2025

  • Business
  • Yahoo

Driving green change: Astronergy solar panels energize Australian site

HANGZHOU, China, June 6, 2025 /PRNewswire/ -- Astronergy, a globally renowned PV module supplier, has partnered with Australian renewable energy provider DS Energy to deliver a 437.95kW rooftop solar system for Holy Cross Laundry, a respected Queensland-based social enterprise committed to sustainable operations. Installed on the facility's rooftop, the system features Astronergy's high-efficiency ASTRO N series solar modules. It is expected to significantly reduce electricity costs and carbon emissions, providing a reliable clean energy source to support the organization's day-to-day services while advancing its broader environmental goals. "We are proud to contribute to a project that blends innovation with purpose," said Lin He, Head of International Sales at Astronergy. "Our technology is helping Holy Cross Laundry reduce its carbon footprint while enhancing energy resilience — a model we aim to replicate across Australia's commercial and industrial sectors." This project is part of Astronergy's broader contribution to Australia's renewable energy growth. Beyond rooftop installations, the company's high-performance modules have been widely adopted in utility-scale projects across the country. Notable examples include the Walla Walla Solar Farm (355 MW), Hillston Solar Farm (119 MW), Yatpool Solar Farm (106 MW), and Goonumbla Solar Farm (69.75 MW), each playing a vital role in reducing carbon emissions and supporting regional energy needs. At the heart of these successes lies Astronergy's continuous evolution of its TOPCon solar cell and module technologies. Building on years of research and manufacturing experience, the company unveiled its next-generation TOPCon 5.0 technology at Intersolar Europe 2025, offering even higher efficiency, enhanced reliability, and improved temperature coefficients — key performance factors in maximizing energy yield across diverse environments. With manufacturing facilities across Asia and Europe and a presence in over 140 countries, Astronergy maintains a flexible and robust global supply chain. Its ability to deliver consistent quality and rapid deployment makes it a trusted partner in accelerating the clean energy transition, not only in Australia but worldwide. "Our mission is to drive a cleaner, more resilient future through advanced solar technologies," said Dr. Lu Chuan, CEO of Astronergy. "The Holy Cross Laundry project is a small-scale example of how we're putting that mission into action — delivering real impact for real people." View original content to download multimedia: SOURCE Astronergy Error while retrieving data Sign in to access your portfolio Error while retrieving data Error while retrieving data Error while retrieving data Error while retrieving data

Driving green change: Astronergy solar panels energize Australian site
Driving green change: Astronergy solar panels energize Australian site

Yahoo

time06-06-2025

  • Business
  • Yahoo

Driving green change: Astronergy solar panels energize Australian site

HANGZHOU, China, June 6, 2025 /PRNewswire/ -- Astronergy, a globally renowned PV module supplier, has partnered with Australian renewable energy provider DS Energy to deliver a 437.95kW rooftop solar system for Holy Cross Laundry, a respected Queensland-based social enterprise committed to sustainable operations. Installed on the facility's rooftop, the system features Astronergy's high-efficiency ASTRO N series solar modules. It is expected to significantly reduce electricity costs and carbon emissions, providing a reliable clean energy source to support the organization's day-to-day services while advancing its broader environmental goals. "We are proud to contribute to a project that blends innovation with purpose," said Lin He, Head of International Sales at Astronergy. "Our technology is helping Holy Cross Laundry reduce its carbon footprint while enhancing energy resilience — a model we aim to replicate across Australia's commercial and industrial sectors." This project is part of Astronergy's broader contribution to Australia's renewable energy growth. Beyond rooftop installations, the company's high-performance modules have been widely adopted in utility-scale projects across the country. Notable examples include the Walla Walla Solar Farm (355 MW), Hillston Solar Farm (119 MW), Yatpool Solar Farm (106 MW), and Goonumbla Solar Farm (69.75 MW), each playing a vital role in reducing carbon emissions and supporting regional energy needs. At the heart of these successes lies Astronergy's continuous evolution of its TOPCon solar cell and module technologies. Building on years of research and manufacturing experience, the company unveiled its next-generation TOPCon 5.0 technology at Intersolar Europe 2025, offering even higher efficiency, enhanced reliability, and improved temperature coefficients — key performance factors in maximizing energy yield across diverse environments. With manufacturing facilities across Asia and Europe and a presence in over 140 countries, Astronergy maintains a flexible and robust global supply chain. Its ability to deliver consistent quality and rapid deployment makes it a trusted partner in accelerating the clean energy transition, not only in Australia but worldwide. "Our mission is to drive a cleaner, more resilient future through advanced solar technologies," said Dr. Lu Chuan, CEO of Astronergy. "The Holy Cross Laundry project is a small-scale example of how we're putting that mission into action — delivering real impact for real people." View original content to download multimedia: SOURCE Astronergy

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