The latest from Plausity

Cybersecurity M&A Due Diligence for AI-Security Targets: How Buyers Should Test Product, Data and Integration Risk
Due Diligence

Cybersecurity M&A Due Diligence for AI-Security Targets: How Buyers Should Test Product, Data and Integration Risk

As cybersecurity market consolidation accelerates, buying an AI-security target demands moving beyond standard corporate IT hygiene checks. This guide provides an analytical framework for transaction teams to rigorously verify product efficacy, AI model data provenance, and stack integration risks before signing.

AI Portfolio Construction Due Diligence: Reassessing Reserves, Ownership, and Concentration Risk
Due Diligence

AI Portfolio Construction Due Diligence: Reassessing Reserves, Ownership, and Concentration Risk

Traditional VC portfolio models are buckling under AI valuation premiums. LPs and growth investors must audit forward-looking reserve strategies, ownership targets, and concentration limits to survive the cash-intensive AI power-law landscape.

AI Venture Liquidity Due Diligence: Why Faster Markups Do Not Automatically Mean Faster DPI
Due Diligence

AI Venture Liquidity Due Diligence: Why Faster Markups Do Not Automatically Mean Faster DPI

AI venture liquidity due diligence is the systematic audit of a venture portfolio's valuation quality and distribution timing. While paper markups drive high TVPI, regulatory barriers and meaningful secondary-market discounts to NAV delay the realized DPI that LPs demand.

Execution Due Diligence for Residential Services Platforms: PE Value Creation and Operating Discipline
Due Diligence

Execution Due Diligence for Residential Services Platforms: PE Value Creation and Operating Discipline

In an era where multiple expansion is no longer guaranteed, private equity value creation in residential services platforms hinges entirely on operational execution, requiring rigorous due diligence of branch-level...

Independent Sponsor Due Diligence: How Investors Should Assess Deal-by-Deal PE Sponsors Before Committing Capital
Due Diligence

Independent Sponsor Due Diligence: How Investors Should Assess Deal-by-Deal PE Sponsors Before Committing Capital

In deal-by-deal private equity, co-investors must rigorously assess the sponsor itself. This guide delivers a six-step independent sponsor due diligence framework focusing on track record verification, fee structures,...

AI Fund Concentration Due Diligence: How VC and PE Investors Should Test Portfolio Exposure in the AI Cycle
Due Diligence

AI Fund Concentration Due Diligence: How VC and PE Investors Should Test Portfolio Exposure in the AI Cycle

As capital floods the AI market, venture capital and private equity investors face unseen portfolio overlap and systemic valuation correlation. This guide defines a structured five-step framework to audit and...

AI Infrastructure Cost Due Diligence: How PE and M&A Teams Should Assess Compute, API and Retrieval Economics
Due Diligence

AI Infrastructure Cost Due Diligence: How PE and M&A Teams Should Assess Compute, API and Retrieval Economics

To prevent margin erosion, PE and M&A teams must move beyond traditional SaaS metrics to audit underlying compute, API, and retrieval economics. This guide outlines a technical due diligence framework to identify and...

Vector Database Due Diligence: How Investors Should Assess the Retrieval Layer Behind AI-Native Software
Due Diligence

Vector Database Due Diligence: How Investors Should Assess the Retrieval Layer Behind AI-Native Software

Vector databases are the core memory layer of AI-native software. This guide provides a rigorous 5-step technical due diligence framework for M&A professionals to audit retrieval pipelines, quantify vendor lock-in...

AI Disruption Due Diligence: How PE Firms Can Test Whether a Software Target Is Defensible
Due Diligence

AI Disruption Due Diligence: How PE Firms Can Test Whether a Software Target Is Defensible

AI disruption due diligence evaluates whether a software target's competitive moat is defensible or vulnerable to rapid obsolescence by generative AI. This analytical guide provides PE sponsors with a structured 5-step...

Carve-Out Due Diligence: Assessing TSA Exposure, Stranded Costs and Stand-Alone Readiness
Due Diligence

Carve-Out Due Diligence: Assessing TSA Exposure, Stranded Costs and Stand-Alone Readiness

In carve-out M&A, standard due diligence is not enough. This analytical guide provides a structured six-step framework to help deal teams quantify TSA exposure, isolate stranded costs, and ensure Day 1 stand-alone...

Revenue Quality Due Diligence for SaaS: ARR Durability in the Age of AI
Due Diligence

Revenue Quality Due Diligence for SaaS: ARR Durability in the Age of AI

SaaS revenue quality due diligence is the rigorous financial and operational analysis of recurring revenue streams to verify ARR durability, deconstructing contract bridges, cohort retention, and emerging...

AI x Private Equity 2026: How Leading Funds Turn Diligence Workflows into Repeatable AI Systems
Due Diligence

AI x Private Equity 2026: How Leading Funds Turn Diligence Workflows into Repeatable AI Systems

Leading funds are moving past fragmented AI pilots to build repeatable, institutionalized workflows. Learn how an AI-native diligence platform like Plausity turns raw data rooms and deal intelligence into systematic...

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