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From Data-Driven Insights to Growth Investment: Streamlining Capital Raise Through AI-Powered Strategic Research and Advisory

Equity Capital Market
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Business Situation

A mid-market investment bank was engaged to lead a minority-stake growth capital raise for a spatial analytics company seeking investment from private equity (PE) firms.  

To support this, the bank partnered with us to deliver end-to-end execution support. Operating in a niche but rapidly expanding space, the company needed to articulate its market potential, competitive positioning, and financial outlook to attract the right investor. The objective was to deliver data-backed strategic support across the transaction lifecycle, including: 

  • Deep industry and competitive landscape research 
  • Financial modeling and valuation 
  • Investor materials (teasers, confidential information memorandums [CIMs]) 
  • Due diligence coordination 

SGA Approach

  • Identifying Buyers
     – Leveraged AI tools to screen and identify relevant financial investors
    – Mapped the spatial analytics and geographical information system landscape
    – Conducted desktop research and leveraged databases for market sizing and deep-dive competitive analysis 
  • Valuation and Modeling
    – Developed financial models tailored to PE investor expectations, incorporating scenario-based forecasting and growth sensitivity analysis
    – Applied automated benchmarking frameworks to position the company against relevant peers and transaction precedents 
  • Investor Materials
    – Drafted teasers and CIMs highlighting the company’s value proposition
    – Customized layouts and content flow using generative design tools, ensuring alignment with investor preferences and sector nuances 
  • Due-diligence Process
    – Managed the due diligence process using internal workflow automation tools to track Q&A logs and data room updates
    – Implemented automation tools for real-time data analysis, flagging anomalies and highlighting potential risks 

Key Takeaways

  • Investor-ready Positioning: Identified a set of sector-focused PE investors and drafted a compelling narrative that resonated with buyers, highlighting the company’s strategic edge in spatial analytics 
  • Tech-enabled Deal Execution: Leveraged a hybrid approach of AI tools and traditional research to deliver fast, high-quality outputs across valuation, and investor materials 
  • Insight-led Decision Support: Delivered actionable intelligence that shaped investor conversations and supported confident decision-making throughout the transaction 
  • Operational Efficiency: Streamlined the due diligence process through automation, enabling smoother stakeholder engagement and faster turnaround times 

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About SG Analytics

SG Analytics (SGA) is a leading global data and AI consulting firm delivering solutions across AI, Data, Technology, and Research. With deep expertise in BFSI, Capital Markets, TMT (Technology, Media & Telecom), and other emerging industries, SGA empowers clients with Ins(AI)ghts for Business Success through data-driven transformation.

A Great Place to Work® certified company, SGA has a team of over 1,400 professionals across the U.S.A, U.K, Switzerland, Poland, and India. Recognized by Gartner, Everest Group, ISG, and featured in the Deloitte Technology Fast 50 India 2024 and Financial Times & Statista APAC 2025 High Growth Companies, SGA delivers lasting impact at the intersection of data and innovation.

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