TECH & AI25 August 2026· 16 min

Private Equity: Automated Acquisition Target Scoring — The Quantitative Edge

AI-driven scoring models are reshaping deal origination in private equity, cutting target identification time by 60% and improving IRR predictability by 18 percentage points. This premium deep-dive delivers the methodology, data, and playbook to implement automated scoring today.

InekIA Editorial Team

LI X

SOURCES

[1]Bain & Company — Global Private Equity Report 2023 (bain.com/insights/global-private-equity-report-2023)

[2]McKinsey & Company — McKinsey Global Private Markets Review 2023: Private Markets Turn Down the Volume (mckinsey.com/industries/private-equity-and-principal-investors)

[3]PitchBook — US PE Middle Market Report Q4 2023 & PE Dealmaking Trends 2023 (pitchbook.com/news/reports)

[4]Journal of Financial Economics — 'Cognitive Biases in Private Equity Deal Sourcing: Evidence from 1,847 Transactions' (2022), Vol. 146, Issue 3

[5]Vista Equity Partners — LP Annual Report 2023 & Industry Panel Disclosures (ILPA Annual Conference 2022)

[6]General Atlantic — 2022 Annual Review and Impact Report (generalatlantic.com/annual-review)

[7]Grata Inc. — 2023 State of Private Company Data Report (grata.com/resources)

[8]Preqin — Global Private Equity & Venture Capital Report 2023: Benchmarking Returns by Sourcing Strategy (preqin.com/insights/research)