TECH & AI19 July 2026· 16 min

Private Equity: The Complete Guide to Automated Acquisition Target Scoring

Name: InekIA
Rating: 4.8 (12 reviews)

How leading PE firms are deploying AI-driven scoring engines to cut deal sourcing time by 60% and boost IRR by 4-7 percentage points. A methodology-first deep dive with real benchmarks and actionable frameworks.

InekIA Editorial Team

LI X

SOURCES

[1]Preqin Global Private Equity Report 2024 — AUM and deal flow statistics

[2]McKinsey & Company: 'The Data-Driven Deal: How PE Firms Are Automating Sourcing' (2023) — analyst time allocation survey

[3]Bain & Company: Global Private Equity Report 2023 — feature predictive weight analysis across 1,200+ transactions

[4]Oliver Wyman: 'Deal Origination Efficiency in Private Equity' (2022) — Type II error rate analysis across 340 transactions

[5]Thoma Bravo Annual Investor Update 2023 — disclosed data science sourcing methodology and timing signal utilization

[6]Grata, Sourcescrub, and Cyndx published pricing and capability documentation (2024)

[7]Lightcast (formerly Burning Glass Technologies) Job Posting Data API Documentation 2024

[8]BoardEx Executive Network Analytics — management tenure and succession signal research