AI in DD

7 min · vc, corp-dev, strategic

AI Q&A Automation in the Data Room

AI-assisted bidder Q&A is the single highest-ROI feature in modern virtual data rooms. How it works, what it answers safely, and where humans still must intervene.

6 min · corp-dev, strategic

AI Semantic Redaction in the Data Room

Semantic redaction masks IP, PII, and customer names context-aware rather than keyword-blunt. How it works, when to trust it, and how to keep humans in the loop.

7 min · vc, corp-dev, corp-finance, strategic

AI-Powered Buyer Q&A: A Strategic Playbook for M&A Diligence

Implement AI-powered Q&A for M&A diligence with a strategic playbook. Understand automated answer deployment, human oversight, escalation, audit, and measurable time-savings.

9 min · vc, corp-dev, corp-finance, strategic

Managing AI Risks in Mergers and Acquisitions Due Diligence

Explore the critical risks associated with AI in M&A due diligence, including data leakage, hallucinated information, and model contamination. Learn how to implement robust governance and leverage specialised AI to ensure secure, accurate dealmaking.

9 min · vc, corp-dev, corp-finance, strategic

AI Redaction in Due Diligence: Beyond Keywords

Examining the limitations of traditional keyword redaction and the advantages of AI-powered semantic understanding for identifying and redacting sensitive information in M&A due diligence.

7 min · vc, corp-dev, corp-finance, strategic

LLM Document Classification: Enhancing Data Room Efficiency

Exploring the application of large language models for automated document classification in M&A data rooms, focusing on accuracy, human-in-the-loop processes, and efficiency gains over manual indexing.

9 min · corp-dev, strategic, vc

AI in Buyer-Side Research Automation

Explore how AI is transforming buyer-side research in M&A, accelerating pre-LOI workflows through advanced competitor mapping, customer-base inference, and regulatory horizon-scanning.

7 min · corp-dev, corp-finance, strategic

AI Citations and Traceability in M&A Due Diligence

Explore the critical need for AI citations and traceability in M&A due diligence deal tools. Understand how to enforce source document citation for every AI-generated answer and meet auditor demands.

9 min · vc, corp-dev, corp-finance, strategic

AI Contract Review in Due Diligence

Explore the application of AI in contract review for due diligence, focusing on extracting critical clauses like change-of-control and MFNs. Discusses accuracy benchmarks and effective integration with human review processes.

9 min · vc, corp-dev, strategic

AI-Powered Analysis of Customer Reference Calls in Due Diligence

Leveraging AI for sophisticated analysis of customer reference calls, identifying churn risks and informing investment decisions.

7 min · vc, corp-dev, corp-finance, strategic

AI in Diligence: Preventing Data Leakage

Explore strategies for preventing sensitive M&A data leakage when utilising AI in due diligence, including prompt redaction, ephemeral compute, model opt-outs, and contractual safeguards.

9 min · vc, corp-dev, corp-finance, strategic

AI, Deal Teams, and Productivity Benchmarks: Separating Fact from Hype

An examination of how AI is transforming deal team throughput, with critical analysis of time savings in Q&A, contract review, and CIM synthesis. Distinguishing between genuine efficiencies and market hype.

9 min · vc, corp-dev, corp-finance, strategic

AI Financial Anomaly Detection in Quality of Earnings

An examination of how AI models detect financial anomalies in Quality of Earnings, differentiating their capabilities from human accountants, identifying common false positive clusters, and discussing integration with established Excel workflows.

9 min · vc, corp-dev, corp-finance, strategic

AI-Powered Analysis of Management Letters and CIMs

Leveraging AI to scrutinise management presentations and confidential information memoranda (CIMs) for hidden assumptions, mismatched claims, and risk indicators during M&A due diligence.

9 min · vc, corp-dev, corp-finance, strategic

Modelling AI ROI in M&A

An examination of the tangible ROI of AI in M&A, detailing time and cost savings across various deal stages, addressing common over-claims, and identifying breakeven points by deal size.

9 min · vc, corp-dev, corp-finance, strategic

AI Summarisation for CIMs and IMs: From Teaser to Memo

Learn how AI summarisation can transform lengthy Confidential Information Memoranda (CIMs) and Information Memoranda (IMs) into concise, investment-committee-grade memos. Explore prompt patterns, quality checks, and the essential human element.

9 min · vc, corp-dev, corp-finance, strategic

Evaluating AI Vendor Solutions for M&A

A structured methodology for evaluating AI vendors in the context of M&A deal execution, focusing on critical factors such as hallucination tolerance, auditability, model lock-in, and total cost of ownership.

9 min · vc, corp-dev, corp-finance, strategic

Establishing Robust AI Governance in M&A Transactions

Navigating the complexities of AI integration in M&A requires a robust governance framework. This article outlines the essential elements of an effective AI policy stack, including model whitelists, comprehensive prompt logging, stringent citation requirements, clear escalation triggers, and board-level reporting, ensuring compliance and mitigating risks in dealmaking.

9 min · vc, corp-dev, corp-finance, strategic, all

Establishing a Robust AI Audit Trail for M&A Due Diligence

An examination of the audit trail requirements for AI in M&A due diligence, focusing on what regulators, LPs, and acquirers will seek: prompt logs, model versioning, output provenance, and data retention.

9 min · vc, corp-dev, corp-finance, strategic

AI for Deal Teams: Build vs. Buy Decision Framework

A comprehensive framework for M&A deal teams to decide between building, buying, or fine-tuning AI solutions for diligence.

9 min · vc, corp-dev, corp-finance, strategic

AI, Confidentiality and Legal Privilege in Deal Work

An examination of AI's implications for confidentiality and legal privilege within M&A transactions, offering a multi-jurisdictional view and practical guardrails.

9 min · vc, corp-dev, corp-finance, strategic

AI for Commercial Due Diligence

Explore how artificial intelligence is transforming commercial due diligence by automating market sizing, synthesising expert calls, and inferring customer bases from public data. Learn about the efficiencies and deeper insights AI provides for M&A professionals.

9 min · vc, corp-dev, corp-finance, strategic

AI in HR Due Diligence: Beyond the Spreadsheet

Leveraging AI in HR and culture due diligence for employment contract review, sentiment analysis, and attrition signal extraction.

9 min · vc, corp-dev, corp-finance, strategic

Leveraging AI for Investment Committee Memo Drafting

Exploring the application of AI in drafting investment committee memos, focusing on structured prompting, numeric accuracy, citation embedding, and identifying human-centric contributions.

9 min · corp-dev, corp-finance, strategic

AI in Sell-Side M&A Preparation

Leverage AI to streamline sell-side M&A preparation, from proactive Q&A and data room completeness analysis to accelerated vendor due diligence report drafting.

9 min · vc, corp-dev, corp-finance, strategic

Mitigating AI Hallucination in Due Diligence

Examining methods to mitigate AI hallucination in due diligence: retrieval grounding, citation enforcement, confidence calibration, and escalation protocols.

9 min · vc, corp-dev, corp-finance, strategic

Evaluating Large Language Models for Deal Work: A Methodical Approach

A considered approach to evaluating Large Language Models (LLMs) for M&A due diligence, covering evaluation harness design, golden-set construction, and drift monitoring.

12 min · vc, corp-dev, corp-finance, strategic

AI Prompt Library for Dealmakers

A curated library of 20 battle-tested AI prompts for dealmakers to enhance CIM analysis, contract review, Q&A drafting, and IC memo critique. Includes patterns, anti-patterns, and calibration tips for optimal results.

8 min · corp-dev, corp-finance, strategic, vc

AI for Legal Due Diligence

A practitioner view of where large-language-model tooling genuinely accelerates legal due diligence — contract triage, change-of-control extraction, schedule generation — and where it remains unsafe without lawyer review.

7 min · vc, corp-dev, corp-finance, strategic

AI for ESG Due Diligence

How deal teams are using AI tooling to accelerate environmental, social, and governance diligence — sustainability report parsing, supply-chain risk extraction, controversy screening, and the limits of automated ESG assessment.