TECH & AI6 June 2026· 16 min
AI Due Diligence: Complete Methodology for Investment Funds in 2025
As AI-driven investments surpass $200B globally, funds lacking structured AI due diligence frameworks face asymmetric risk exposure. This premium guide delivers a battle-tested, 6-pillar methodology with scoring matrices, red flags, and case studies from real deployment failures and successes.
SOURCES
[1]Grand View Research — Artificial Intelligence Market Size & CAGR Report, 2024
[2]PitchBook — AI Startup Funding & Write-Down Analysis, Q3 2024
[3]Stanford HAI — AI Index Report 2024: Investment and Reproducibility Benchmarks
[4]a16z — The Cost of AI: Gross Margins in the Foundation Model Era, 2024
[5]Bessemer Venture Partners — State of the Cloud 2024: AI-Native SaaS Benchmarks
[6]First Round Capital — AI Startup Post-Mortem Analysis: Exits and Failures 2019–2024
[7]World Economic Forum — Future of Jobs Report 2024: AI Talent Gap Analysis
[8]European Commission — EU Artificial Intelligence Act: Compliance Timeline and Impact Assessment, 2024
[9]CB Insights — Global AI Funding Report: Valuations by Architecture Type, Q4 2024
[10]Preqin — LP Survey: AI Due Diligence Standards in Private Equity, 2024