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Seventy Percent of Economies Are Underprepared for AI Disruption

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BCG’s AI Maturity Matrix Assesses the AI Maturity and Resilience of 73 Global EconomiesOut of the 73 Economies Assessed, Only Five—Canada, Mainland China, Singapore, UK, and US—Are Categorized as AI PioneersEconomies with a High Share of Sectors That Are Most Exposed to AI— Such as Luxembourg, Hong Kong, and Singapore—Are Among the World’s Most Vulnerable to AI DisruptionMost Economies in the Study Score Low in R&D and InvestmentThe US and Singapore Stand Out with Robust AI Talent Pools, While Mainland China Leads the R&D Race

BOSTON, Nov. 20, 2024 /PRNewswire/ — AI is already transforming industries and starting to reshape economies and is poised to profoundly shape the future of economic development over the next few years. The expansive scale of this growth makes AI an economic priority in every region around the globe. However, new Boston Consulting Group (BCG) research has established that most economies are underprepared for AI-driven disruption. The study, released today, shows that over 70% of the economies studied score below average in critical areas such as ecosystem participation, skills, and research and development.

BCG’s AI Maturity Matrix offers a comprehensive overview of the AI landscape across 73 economies by focusing on two pivotal aspects. First, it assesses each economy’s vulnerability to AI-driven shifts, such as job displacement and industrywide productivity gains. Second, it evaluates the preparedness of each economy to navigate the risks associated with AI, while leveraging its potential to stimulate economic growth. 

The report then offers recommendations tailored to the different groups to guide policymakers, and provides an interactive dashboard for a more detailed exploration of the analysis.

“This first-of-its-kind study offers a broad view of global adoption, revealing that while most economies are gradually embracing AI, a small influential group of pioneers is emerging as global leaders,” said Christian Schwaerzler, a BCG managing director, partner, chair of BCG’s Center for Public Economics, and coauthor of the report. “This handful of leading markets stand to gain significant economic advantages and are uniquely positioned to shape how humanity will engage with this transformative technology.”

Six Sectors Are Most Exposed to AI-Driven Changes

According to the report, there are six sectors that are most exposed to AI-driven change: information and communication, high-tech goods, retail, financial services, public services, and motor vehicle manufacturing. Economies with a high share of sectors that are most exposed to AI are among the world’s most exposed to disruption. These include Luxembourg (with financial services making up almost 30% of GDP), Hong Kong (22% financial services and 22% business services), and Singapore (18% business services, 16% retail, 14% financial services).

Economies with industry sectors that are less susceptible to AI disruption are less exposed. Such sectors include construction, agriculture, and furniture manufacturing; countries include Indonesia (13% agriculture and 11% construction of GDP), India (17% agriculture and 8% construction), and Ethiopia (36% agriculture).

Measuring AI Readiness Using the ASPIRE Index

“Readiness” for AI refers to an economy’s ability to effectively implement and integrate AI. The study measures readiness across the six dimensions that make up BCG’s ASPIRE index: Ambition, Skills, Policy and regulation, Investment, Research and innovation, and Ecosystem.

Of the 73 economies assessed, only five—categorized as AI pioneers—have achieved a high level of readiness. Pioneers are also out in front in skills, R&D (research and development), ecosystems, and investments. In skills, the US and Singapore stand out with robust AI talent pools, crucial for driving innovation. The US leads in investing, driven by its sophisticated capital markets and the abundance of AI unicorns. In the R&D race, Mainland China is leading in patents and AI academic papers.

Six Distinct Archetypes of AI Adoption

The combined analysis of AI exposure and readiness reveals six distinct adoption groups:

AI Pioneers: These are the vanguards of AI adoption, building on strong infrastructure and engaging the technology in diverse sectors. All pioneers invest liberally in R&D and job sectors, and education systems are full of highly skilled talent. AI will make up progressively larger shares of the pioneers’ GDPs over the next several years, as these actors supply more and more AI technologies, services, skills, and investment to the world.Steady Contenders: These economies have higher shares of highly exposed service sectors, however their exposure is balanced by high readiness. This group is mainly dominated by high-income European economies like Germany, which has high exposure due to its large information and communication technology (ICT) and advanced manufacturing sectors. Malaysia stands out as a non-European leader, with its government’s strong focus on AI through the National AI Roadmap, tech hubs, and university training. This illustrates how public sector leadership can drive tech maturity and competitiveness in emerging economies.Rising Contenders: These are mainly economies with lower AI exposure due to a relatively higher share of industrial and/or resource-based mix of sectors. This lower level of exposure is the main difference between rising contenders and steady contenders, but governments in this subgroup push for AI adoption with the same commitment as steady contenders. India, Saudi Arabia, and Indonesia are notable examples in this group.Gradual Practitioners: These are typically upper middle- and lower middle-income countries that are adopting AI at a moderate pace. Their economies include low-tech sectors such as tourism, textiles, wood manufacturing, and agriculture, where adopting AI is not yet imperative for companies.Exposed Practitioners. This group includes developing and developed economies vulnerable to AI disruption due to more high-exposure sectors and low readiness. Actors here will need to accelerate AI adoption and mitigate potential risks. While these countries may currently have a gap between their AI exposure and readiness, they are well positioned to gain ground quickly with investments in infrastructure and education. Notable economies in this group include Malta, Cyprus, Bahrain, Kuwait, Greece, and Bulgaria.AI Emergents: These economies are at the early stages of AI adoption. They need to build foundational strategies and infrastructure to reach the basic levels of AI integration and competitiveness. These countries lack a national AI strategy or similar holistic approaches to AI. Skilled workers and investment are often scarce, as is activity related to research papers, patents, and startups.

Positioning Governments for Success in the AI-Driven Future

The report proposes a set of initiatives for each archetype across three themes:

Enabling AI: establishing the foundational elements for AI emergentsAccelerating AI: customizing the ASPIRE levers for AI contenders and AI practitionersAmplifying AI: driving the global AI agenda for AI pioneers

These recommendations offer an economywide approach to AI readiness that economic managers can apply to drive sectoral transformation.

“Policymakers need to act decisively to prepare for an AI-driven world by enhancing resilience, productivity, job creation, modernization, and competitiveness,” said Aparna Bharadwaj, a BCG managing director, partner, global leader for the firm’s Global Advantage practice, and coauthor of the report. “Our research provides a practical framework to guide them through the rapidly evolving AI landscape, empowering economies to leverage AI’s transformative potential for sustainable growth and societal wellbeing.”

Download the publication here:
https://www.bcg.com/publications/2024/which-economies-are-ready-for-ai

Access the interactive dashboard here to easily view AI engagement and explore factors like sector deployment, exposure, investment, regulation, and readiness for disruption across the economies studied.

Media Contact:
Eric Gregoire
+1 617 850 3783
gregoire.eric@bcg.com 

About Boston Consulting Group

Boston Consulting Group partners with leaders in business and society to tackle their most important challenges and capture their greatest opportunities. BCG was the pioneer in business strategy when it was founded in 1963. Today, we work closely with clients to embrace a transformational approach aimed at benefiting all stakeholders—empowering organizations to grow, build sustainable competitive advantage, and drive positive societal impact.

Our diverse, global teams bring deep industry and functional expertise and a range of perspectives that question the status quo and spark change. BCG delivers solutions through leading-edge management consulting, technology and design, and corporate and digital ventures. We work in a uniquely collaborative model across the firm and throughout all levels of the client organization, fueled by the goal of helping our clients thrive and enabling them to make the world a better place.

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SOURCE Boston Consulting Group (BCG)

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Sungrow Launches PowerMatrix, Redefining System-Level PV-Storage Integration

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HEFEI, China, April 28, 2026 /PRNewswire/ — Sungrow, the globally leading PV inverter and energy storage system (ESS) provider, unveiled its next-generation PowerMatrix system for renewable energy applications, alongside a newly released technical white paper, at the Global Renewable Energy Summit (GRES) 2026.

At the event, Sungrow also unveiled the Matrix Inverter, the core product enabling the PowerMatrix system. The PowerMatrix system further integrates the MPPT Booster and the PowerTitan 3.0 energy storage system.

PowerMatrix: Redefining Power Systems for the Renewable Era
Solar PV is rapidly becoming a major power source, with global installations projected by BloombergNEF to reach approximately 655 GW in 2025. As renewable penetration increases, power systems are facing growing challenges in balancing supply and demand while maintaining system stability under dynamic operating conditions. However, existing power systems were not originally designed to effectively address these evolving challenges.

To bridge this gap, PowerMatrix establishes a new system paradigm for renewable energy systems. Built on five core innovations—multi-port topology, native PV-storage integration, distributed control, reconfigurable energy paths, and source-level grid-forming—it integrates PV, storage, grid, and loads into a unified, multi-node energy network, where energy can be dynamically routed, balanced, and optimized in real time.

As a result, this system-level redesign enhances system stability, improves cost efficiency, and increases energy efficiency across the entire power chain.

Stability Redefinition: From Compensated Stability to Inherent Stability
PowerMatrix ensures a stable, continuous power supply through coordinated multi-node operation. It supports high PV DC/AC ratios, high ESS capacity, and around 3,000 full-load hours annually.

In operation, the system ensures continuous power delivery under dynamic conditions through multi-path redundancy and dynamic reconfiguration, with node-level fault isolation allowing unaffected units to remain in service.

At the sub-array level, each unit operates as an independent solar-plus-storage system with grid-forming capability, supporting both grid-connected and islanded operation.

The system delivers millisecond-level response, including 10 ms voltage stabilization and 5 ms inertia response, significantly improving system resilience and recovery performance.

Cost Redefinition: System-Level BOS Reduction
The PowerMatrix enables system-level cost optimization beyond conventional equipment-level cost reduction. By consolidating functions previously distributed across separate devices and system layers, it reduces system complexity and engineering requirements, while enabling more flexible system expansion and cost optimization throughout the project lifecycle.

In a reference system designed for 1 GW of rated grid connection capacity, 8 GWh of installed ESS capacity, and 3,000 annual full-load operating hours in China, the PowerMatrix reduces total CAPEX by approximately $120 million compared to a conventional AC-coupled architecture, with savings across substation & transmission cable, ESS equipment, PV equipment, and other system components.

From an investment perspective, phased deployment and scalable expansion allow capacity to be built in line with project needs rather than requiring full upfront build-out, thereby reducing upfront capital pressure and better aligning investment with project development and demand growth.

Efficiency Redefinition: Full-Link Energy Optimization
The PowerMatrix enhances energy efficiency across the full energy chain:

PV Side: A high-density MPPT architecture with up to 28 MPPTs per MW enables finer string-level optimization, reducing mismatch losses under shading, orientation differences, and module aging conditions, and improving overall energy yield.Storage Side: Cell-to-plant SOC balancing increases usable energy capacity by approximately 8%.Conversion and Delivery: Direct PV-to-storage charging reduces multi-stage power conversion, improving energy transfer efficiency by up to 5%.

In addition, source-level grid-forming capability further enhances grid adaptability, supporting higher renewable penetration and reducing curtailment.

Scalable Across Applications
The PowerMatrix is designed for utility-scale, commercial and industrial (C&I), mining microgrid, and AI data center applications, to deliver a unified, scalable energy system capable of adapting to diverse operational requirements. Its system-level optimization enhances energy reliability, efficiency, and controllability across different use cases, supporting both grid-connected and off-grid scenarios.

“As renewable energy continues to grow as a dominant power source, the energy system is placing higher demands on the coordination and stability of solar and storage technologies,” said Lee Zhang, Sungrow Vice President and President of the Utility PV Inverter Business Unit. “Through the PowerMatrix, we aim to help advance this shift from standalone equipment integration to deeply coordinated system design, enabling solar-plus-storage to serve as an intelligent hub for future energy systems and making renewable energy a stable and dependable source of power.”

About Sungrow
Sungrow, a global leader in renewable energy technology, has pioneered sustainable power solutions for over 29 years. As of Dec 2025, Sungrow has installed over 1000 GW of power electronic converters worldwide. The company is recognized as the world’s most bankable PV inverter and energy storage company (BloombergNEF). Its innovations power clean energy projects across the globe, supported by a network of 520 service outlets guaranteeing excellent customer experiences. At Sungrow, we’re committed to bridging to a sustainable future through cutting-edge technology and unparalleled service. For more information, please visit: www.sungrowpower.com/en

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Zurich launches Global Capability Center in Hyderabad to power next-gen tech and AI

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HYDERABAD, India, April 28, 2026 /PRNewswire/ — Zurich Insurance Group (Zurich) today announced the launch of a new Global Capability Center in Hyderabad, reinforcing its focus on advancing technology and AI capabilities to transform insurance.

Zurich has appointed Amit Kalra as Head of Zurich Capability Centers, effective 1 July 2026. Based in India, he will shape the Group’s Capability Center strategy and oversee all locations globally. He will also lead the establishment and expansion of the Hyderabad center, supporting Zurich’s broader technology and AI ambitions. Mr. Kalra brings extensive experience in building and leading global capability centers as strategic enablers for complex, international organizations.

Cara Morton, CEO Zurich Global Businesses & Operations, said: “India is a key talent market for Zurich, and Hyderabad stands out for its depth of engineering expertise and innovation. This center reflects a shift in how we build for the future, strengthening our global technology and AI capabilities while giving highly skilled professionals the opportunity to work on solutions that make a real impact for our customers around the world.”

The Hyderabad center will act as a strategic extension of Zurich’s global operating model, with end–to–end ownership across engineering, data and core business operations. From day one, the center will embed AI–enabled ways of working into how solutions are designed, delivered and scaled across the Group. Designed as a purpose-built environment, the center allows Zurich to build modern, technology and AI–led capabilities without legacy constraints.

As the center grows, Zurich will recruit specialists across cloud and platform engineering, data and AI, application development, cybersecurity and quality engineering. Teams will be responsible for the full lifecycle of their solutions – from design, to build, to execution – and will contribute directly to global platforms and solutions.

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London’s Top Restaurants Named at Inaugural OpenTable Awards, Including New ‘Icons’

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OpenTable unveils its first-ever Restaurant Awards winners, including the new ‘Icons’* list spotlighting the restaurants defining London dining todayWinners include BRUTTO for the Icons list, Singburi for Opening of the Year and The Plimsoll for Gastropub of the Year

LONDON, April 28, 2026 /PRNewswire/ — London’s dining powerhouses have been revealed, as OpenTable names the favourite restaurants shaping the city’s food scene at its first-ever OpenTable Restaurant Awards. The winners span across three categories; OpenTable Icons*, Restaurateurs’ Choice,** and People’s Choice.** 

Hosted by Chef and social media personality, Poppy O’Toole, the awards took place on 27th April high in the London skyline at Landing Forty Two, welcoming key figures from the food, drink, and hospitality industry.

At the centre of the Awards is OpenTable’s new ‘Icons’*, 26 culinary landmarks shaping London’s dining culture. Spanning long-standing institutions, MICHELIN-starred restaurants and modern favourites, the list was hand-selected by an OpenTable-appointed panel of critics and industry experts who live and breathe the city’s food scene.

The 2026 OpenTable London Icons:

64 Goodge Street | Andrew Edmunds | Blacklock Soho | Bouchon Racine | Brawn | BRUTTO | Chez Bruce | CORE by Clare Smyth | Da Terra | Darjeeling Express | Donia | Hawksmoor St Pancras | Humble Chicken | JUNO Omakase | MAMBOW | Moro | Portland | Restaurant Gordon Ramsay | Rita’s | Scott’s Mayfair | St. JOHN Smithfield | The Clove Club | The Ledbury | The Plimsoll | The Quality Chop House | Trinity

OpenTable Icons has a designation within the website and app, making it easier for diners to discover and book the ‘of the moment’ restaurants. 

Beyond the Icons list, the awards honoured standout performers across categories voted for by diners and hospitality professionals.

The People’s Choice (Voted by Diners):

Bucket List: The LedburyGastropub of the Year: The PlimsollOpening of the Year: SingburiNeighbourhood Gem: St. JOHN SmithfieldStandout Service: Rita’s

The Restaurateurs’ Choice (Voted by the Industry):

Everyday Hero: David Moore, Pied à TerreUp & Coming: Dara Klein, Tiella Trattoria & BarInnovation Award: Three SheetsImpact Award: BubalaRestaurant Design: Berners Tavern

Awards host Poppy O’Toole said, “It was a privilege to celebrate the chefs, front-of-house teams and restaurateurs whose passion keeps London’s dining culture so vibrant. From neighbourhood gems to destination dining rooms, the OpenTable Restaurant Awards winners show the breadth, creativity and resilience of the city’s restaurant scene today.” 

“Our first-ever OpenTable Restaurant Awards winners are the places defining London’s culture right now, setting global standards and creating experiences that stay with diners long after they leave,” said Laure Bornet, Senior Vice President of International Growth at OpenTable. “At a time of real pressure for the industry, celebrating and backing the people and places raising the bar matters more than ever, and we’re proud to champion these standout spots to diners.”

The Icons were selected by a panel of judges including: Adam Hyman, Owner of CODE Hospitality and The Good Food Guide, Ben Benton and Freddy Clode, Hosts of The Go-To Food Podcast; Ben Lippett, Cook and Food Writer; Jenny Lau, Writer and Community Chef; Jimi Famurewa, Food Writer, Restaurant Critic and Broadcaster; Lorraine Copes, Founder and CEO of Be Inclusive Hospitality and Seema Pankhania, Food Content Creator and Author. 

You can find the full list of Icons here and award winners linked here. A selection of high-res imagery is available here

NOTES TO EDITORS

*OpenTable Icon Methodology: The ‘Icon’ designation and associated restaurant nominations are determined by an OpenTable-appointed industry panel via a qualitative assessment of a pre-determined shortlist. This shortlist is generated through a combination of data-informed insights (diner reviews, ratings, and platform signals) and expert input from local specialists. This process represents a subjective assessment rather than an objective ranking or exhaustive list. Eligibility is merit-based and requires no purchase or commercial participation, and payment to OpenTable does not influence the likelihood of nomination or selection. All selections are discretionary, final, and binding. 

**OpenTable Restaurant Awards Terms & Conditions: https://www.opentable.co.uk/c/awards-london/terms/ 

About OpenTable:

OpenTable, a global leader in restaurant tech and part of Booking Holdings, Inc. (NASDAQ: BKNG), helps more than 65,000 restaurants worldwide fill 1.9 billion seats a year. OpenTable’s world-class technology empowers restaurants to focus on what matters most – their team, their guests, and their bottom line – while enabling diners to discover and book the perfect restaurant for every occasion. 

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