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Spangle Secures $15 Million Funding To Redefine AI-Powered E-Commerce Personalization

Spangle, led by former Bolt CEO Maju Kuruvilla, has raised $15 million in an all-equity Series A round, elevating its valuation to $100 million. This milestone follows a successful $6 million seed round at a $30 million pre-money valuation and brings the company’s total funding to $21 million with the backing of NewRoad Capital Partners, Madrona, DNX Ventures, Streamlined Ventures, and strategic angel investors.

Revolutionizing E-Commerce With AI

The rise of AI tools and advanced recommendation engines is transforming online retail. As consumers increasingly rely on digital platforms for product discovery, Spangle positions itself at the forefront by offering software that personalizes shopping experiences in real time. Leveraging its proprietary ProductGPT model, the platform dynamically generates product recommendations based on user behavior, search queries, and referral sources, ensuring that every visitor encounters a fresh, tailored retail environment.

Impressive Growth And Enterprise Adoption

Since emerging from stealth mode in March last year, Spangle has secured nine enterprise clients, including leading fashion retailers like Revolve, Alexander Wang, and Steve Madden, whose collective online sales reach approximately $3.8 billion. The platform has achieved a 57% month-over-month increase in traffic, with users expanding their adoption of its features. Notably, Revolve reports a 60% improvement in return on ad spend and a 50% increase in revenue per visit, underscoring the business impact of Spangle’s innovative approach.

Driving Real-Time, Data-Driven Personalization

At the heart of Spangle’s offering is its ability to replace static, pre-built pages with dynamic, AI-driven interfaces. By routing shoppers to a blank page that is populated in real time based on contextual data, Spangle empowers retailers to adapt instantaneously to evolving consumer needs. This methodology not only enhances user engagement but also optimizes key performance metrics, effectively transforming traditional e-commerce strategies.

Strategic Vision And Future Expansion

Drawing from his extensive experience at Bolt and a decade-long tenure at Amazon, Kuruvilla has leveraged his deep industry insights to build a platform geared towards sustainable growth and technological innovation. Alongside co-founder and CTO Fei Wang, a former Amazon principal engineer with notable contributions at Saks Off 5th, Spangle is poised to become a modern, AI-native commerce system. With plans to further invest in research and development, expand its engineering team, and scale its sales operations, Spangle is well positioned to meet the evolving demands of digital retail.

Embracing The Future Of Commerce

As AI continues to reshape how consumers interact with digital content and make purchasing decisions, platforms like Spangle offer a glimpse into the future of e-commerce. By harnessing the power of real-time data and machine learning, Spangle provides brands with the tools necessary to not only meet but exceed the expectations of today’s digitally savvy shopper.

ECB Launches Geopolitical Stress Tests For 110 Eurozone Banks

The European Central Bank is preparing a new round of geopolitical stress tests aimed at assessing potential risks to major financial institutions across the euro area. Up to 110 systemic banks, including institutions in Greece and the Bank of Cyprus, will take part in the exercise, which examines how geopolitical events could affect financial stability.

Timeline And Testing Process

Banks are expected to submit initial data on March 16, 2026. Supervisors will review the information in April, while the final results are scheduled to be published in July 2026. The process forms part of the ECB’s broader supervisory work to evaluate financial system resilience under different risk scenarios.

Geopolitical Shock As The Primary Concern

The stress tests place particular emphasis on geopolitical risks. These may include armed conflicts, economic sanctions, cyberattacks and energy supply disruptions. Such events can affect banks through changes in market conditions, borrower solvency and sector exposure. Lending portfolios linked to regions or industries affected by geopolitical developments may face higher risk levels.

Reverse Stress Testing: A Tailored Approach

Unlike traditional stress tests that apply the same scenario to all institutions, the reverse stress test requires each bank to define a scenario that could significantly affect its capital position. Banks must identify a geopolitical shock that could reduce their Common Equity Tier 1 (CET1) ratio by at least 300 basis points. Institutions are also expected to assess potential effects on liquidity, funding conditions and broader economic indicators such as GDP and unemployment.

Customized Risk Assessments And Supervisor Collaboration

This methodology allows banks to submit risk assessments based on their own exposures and operational structures. The approach is intended to help supervisors understand how geopolitical events could affect institutions differently and to support discussions between banks and regulators on risk management and contingency planning.

Differentiated Vulnerabilities Across Countries

A joint report by the ECB and the European Systemic Risk Board indicates that countries respond differently to geopolitical shocks. The Russian invasion of Ukraine led to higher energy prices and inflation across Europe, prompting central banks to raise interest rates. Belgium, Italy, the Netherlands, Greece and Austria experienced increases in borrowing costs and lower investor confidence. Germany, France and Portugal recorded more moderate changes, while Spain, Malta, Latvia and Finland showed intermediate levels of exposure.

Conclusion

The geopolitical stress tests will not immediately lead to additional capital requirements for banks. Their results will feed into the Supervisory Review and Evaluation Process (SREP). ECB supervisors may use the findings when assessing capital adequacy, risk management practices and operational resilience at individual institutions.

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