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Glassbox Raises USD 1.2 Million to Transform Spreadsheet for AI-Enabled Corporate Transactions
The company has been in stealth mode for 18 months and is now opening its waitlist for broader access. Glassbox, a Toronto-based fintech startup, has secured USD 1.2 million in pre-seed funding to modernize financial modeling through AI-powered workflows. The funding round was led by FinTech Collective (New York) and StandUp Ventures (Toronto), with participation from Watertower Ventures (Los Angeles). The fresh capital will help expand Glassbox's team and bring its AI-compatible financial analysis platform to market. Also Read: FutureProof Technologies Launches AI-Powered Insurance Agency "While other industries have begun embracing real-time collaboration tools and AI-powered assistants, finance teams have been left with little more than bigger, more complex Excel files," the company said. Finance teams have long relied on cumbersome spreadsheets and manual processes. Glassbox aims to change that with its proprietary framework, FinScript, which replaces complex spreadsheet formulas with natural language instructions optimized for large language models (LLMs). According to the company, this approach enhances speed, accuracy, and transparency while remaining compatible with Excel-based workflows. "Agentic workflows are generating a lot of buzz, but corporate finance remains hindered by manual processes and fragmented, context-poor data trapped in spreadsheets, limiting their potential," said Allison Harris, Glassbox's CEO and co-founder. "Our goal is to build smarter, more transparent tools that will truly enable finance professionals to responsibly leverage AI at scale." "Glassbox's solution is centered around a new framework it calls FinScript. Rather than building financial models and analysis with traditional spreadsheet formulas, users can input plain text instructions that align with large language models' (LLMs) capabilities for processing written information. This approach adds context and structure to data and enables faster, more auditable analysis while maintaining compatibility with existing Excel-based processes," the company explained. Also Read: CCC Intelligent Solutions to Acquire EvolutionIQ, Expanding AI Capabilities in Insurance Claims "FinScript bridges the gap between human expertise and LLMs' power," said Ian Kennedy, CTO and co-founder. "FinScript transforms complex financial models into simple, auditable instructions, allowing teams to work faster and smarter without compromising on rigor or transparency." Glassbox claims FinScript enables even junior analysts to evaluate deals up to five times faster than experienced Excel users, significantly reducing the risk of costly errors. "Finance is uniquely positioned to benefit from AI, but spreadsheets are not built for this shift," said Brooks Gibbins, co-founder and Managing Partner at FinTech Collective. "You can think of Glassbox as the financial modeling equivalent of GitHub for code management or Notion for content creation - bringing 0-1 structure, traceability, and collaboration to complex financial workflows. By staying fully compatible with Excel, Glassbox enables finance teams to harness the power of AI without disrupting their existing processes." "The applications of Glassbox are remarkably broad," Harris noted. "From investment banking and private equity to hedge funds, FP&A, and insurance, Glassbox is designed to maintain flexibility, making it ideal for a wide range of financial analysis use cases." Also Read: Jump Secures USD 20 Million Funding to Expand AI Solutions for Financial Advisors The company has been operating in stealth mode for 18 months, running private beta programs with industry executives. With the funding secured, Glassbox says it is opening its waitlist to a broader audience and plans to scale distribution later this year. The company says its spreadsheet platform is poised to transform how financial professionals analyze deals, collaborate, and make decisions -- all without leaving Excel behind. Founded in 2023 and headquartered in Toronto, Glassbox says it is on a mission to empower capital markets and investment professionals with cutting-edge tools that deliver unmatched productivity gains, reduce errors, and harness the power of AI. "By reinventing the spreadsheet as an AI-compatible platform, Glassbox aims to make financial analysis faster, smarter, and more transparent," it said.
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Glassbox raises $1.2 million pre-Seed to re-imagine spreadsheets with AI
This content is provided by an external author without editing by Finextra. It expresses the views and opinions of the author. The round was led by FinTech Collective (New York) and StandUp Ventures (Toronto), with participation from Watertower Ventures (Los Angeles). The fresh capital will be used to expand Glassbox's team and bring its AI-compatible financial analysis platform to market. For decades, corporate finance workflows have relied on clunky spreadsheets, long hours, and error-prone manual processes. While other industries have begun embracing real-time collaboration tools and AI-powered assistants, finance teams have been left with little more than bigger, more complex Excel files. Glassbox aims to change that. "Agentic workflows are generating a lot of buzz, but corporate finance remains hindered by manual processes and fragmented, context-poor data trapped in spreadsheets, limiting their potential," said Allison Harris, Glassbox's CEO and co-founder. "Our goal is to build smarter, more transparent tools that will truly enable finance professionals to responsibly leverage AI at scale." Glassbox's solution is centered around a new framework it calls FinScript. Rather than building financial models and analysis with traditional spreadsheet formulas, users can input plain text instructions that align with large language models' (LLMs) capabilities for processing written information. This approach adds context and structure to data and enables faster, more auditable analysis while maintaining compatibility with existing Excel-based processes. "FinScript bridges the gap between human expertise and LLMs' power," said Ian Kennedy, CTO and co-founder. "FinScript transforms complex financial models into simple, auditable instructions, allowing teams to work faster and smarter without compromising on rigor or transparency." According to the company, even junior analysts using FinScript can evaluate deals up to five times faster than experienced Excel users. The system also reduces the risk of costly errors, an issue that has long plagued finance teams. "Finance is uniquely positioned to benefit from AI, but spreadsheets are not built for this shift," said Brooks Gibbins, co-founder and Managing Partner at FinTech Collective. "You can think of Glassbox as the financial modeling equivalent of GitHub for code management or Notion for content creation - bringing 0-1 structure, traceability, and collaboration to complex financial workflows. By staying fully compatible with Excel, Glassbox enables finance teams to harness the power of AI without disrupting their existing processes." The founding team brings deep expertise to the challenge. Harris, who is a Princeton-educated engineer with experience in energy investment banking and derivatives structuring on Wall Street, brings firsthand insight into the inefficiencies of traditional finance workflows. Kennedy, a seasoned engineer and cloud architect with over 15 years of experience, leads technical strategy and development for Glassbox. "We're always inspired by founders with deep industry expertise and a personal drive to solve the problems they've lived," explains Michelle McBane, Managing Director at StandUp Ventures. "When Allison shared that she was building the tool she wished had existed during her time in investment banking -- and that it would have changed her entire career trajectory -- we knew this was a founder and a vision we had to back." Glassbox has been operating in stealth mode for the past 18 months, running private beta programs with select industry leaders. The company is now opening its waitlist to a broader audience, with plans to scale distribution later this year. "The applications of Glassbox are remarkably broad," Harris noted. "From investment banking and private equity to hedge funds, FP&A, and insurance, Glassbox is designed to maintain flexibility, making it ideal for a wide range of financial analysis use cases." With its innovative approach and sophisticated backers, Glassbox is positioning itself as a key player in the emerging field of AI-enabled financial services. The company's next-gen spreadsheet platform is poised to transform how financial professionals analyze deals, collaborate, and make decisions -- all without leaving Excel behind.
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Toronto-based fintech startup Glassbox secures pre-seed funding to transform spreadsheets into AI-compatible platforms for financial analysis, aiming to enhance speed, accuracy, and transparency in corporate finance workflows.
Toronto-based fintech startup Glassbox has raised $1.2 million in pre-seed funding to revolutionize financial modeling through AI-powered workflows. The funding round was led by FinTech Collective (New York) and StandUp Ventures (Toronto), with participation from Watertower Ventures (Los Angeles) 12.
At the heart of Glassbox's innovation is FinScript, a proprietary framework that replaces complex spreadsheet formulas with natural language instructions optimized for large language models (LLMs). This approach aims to enhance speed, accuracy, and transparency while remaining compatible with Excel-based workflows 1.
Allison Harris, Glassbox's CEO and co-founder, explained, "Our goal is to build smarter, more transparent tools that will truly enable finance professionals to responsibly leverage AI at scale" 2.
Glassbox claims that FinScript enables even junior analysts to evaluate deals up to five times faster than experienced Excel users, significantly reducing the risk of costly errors 1. The system adds context and structure to data, enabling faster and more auditable analysis while maintaining compatibility with existing Excel-based processes 2.
Ian Kennedy, CTO and co-founder, stated, "FinScript bridges the gap between human expertise and LLMs' power. FinScript transforms complex financial models into simple, auditable instructions, allowing teams to work faster and smarter without compromising on rigor or transparency" 2.
The applications of Glassbox's technology are broad, spanning investment banking, private equity, hedge funds, FP&A, and insurance. The platform is designed to maintain flexibility, making it suitable for a wide range of financial analysis use cases 12.
Brooks Gibbins, co-founder and Managing Partner at FinTech Collective, compared Glassbox to GitHub for code management or Notion for content creation, bringing structure, traceability, and collaboration to complex financial workflows 1.
Glassbox has been operating in stealth mode for the past 18 months, running private beta programs with select industry leaders. With the new funding secured, the company is now opening its waitlist to a broader audience and plans to scale distribution later this year 12.
The fresh capital will be used to expand Glassbox's team and bring its AI-compatible financial analysis platform to market, potentially transforming how financial professionals analyze deals, collaborate, and make decisions – all without leaving Excel behind 12.
The founding team brings deep expertise to the challenge. Allison Harris, a Princeton-educated engineer with experience in energy investment banking and derivatives structuring on Wall Street, provides firsthand insight into the inefficiencies of traditional finance workflows. Ian Kennedy, a seasoned engineer and cloud architect with over 15 years of experience, leads the technical strategy and development for Glassbox 2.
Michelle McBane, Managing Director at StandUp Ventures, emphasized the importance of backing founders with deep industry expertise and a personal drive to solve problems they've experienced firsthand 2.
Reference
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