AI and natural language understanding (NLU) expand M&A margins

Industry : Banking & Finance

Function : Operations


CIM evaluation time reduced to <1 hour, from 40+ hours

CIM evaluation time reduced to <1 hour, from 40+ hours

Increased deal capacity

Increased deal capacity

Margin expansion

Margin expansion

Company Profile

An investment bank dedicated to creating a world in which everyone has the opportunity to pursue a personal purpose. Its M&A practice focuses on privately-held, lower middle market companies with revenue between 10 and 150 million dollars. The team collaborates with the founders of privately-held companies who are often near retirement as well as stakeholders of municipalities and public entities in order to create custom solutions for a range of transactions.

Scope Highlights

  • M&A due diligence
  • Confidential Information Memorandum (CIM)
  • Krista AI and Natural Language Understanding (NLU)
  • Public data sources such as social networks, podcasts, digital documents

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The target market for investment bank M&A services team has 150,000+ companies. However, because private-market transactions are infrequent, specific information is hard to find. As a result, the banker’s team needed to perform time-consuming specialized research and analysis. Leadership sought to automate a new financial product that could use publicly available information to generate insights on a particular company and compile an assessment for use by potential acquirers.


The automation uses a combination of AI and Natural Language Understanding tools to identify who to call, who to call back and how much to pay. On the buy-side, Natural Language Understanding functionality reviews Confidential Information Memorandum (CIM) in minutes to eliminate companies that do not fit prospective buyers’ criteria. On the sell-side, AI uses public data sources (e.g., social networks, podcasts, digital documents) to identify connections between companies, the firm and prospective buyers.