Independent lower middle market PE focused on independent sponsor-sourced transactions in businesses with $3M–$15M EBITDA. Fund V closed at its $600M hard cap in early 2024. No AI disclosure of any kind. LP base includes endowments, foundations, and pension plans.

Strong AI investment conviction — publishes "The AI Megacycle: Five Forces Reshaping the Venture Market in 2026" — but zero public disclosure of internal ops. Raised $1.6B across five vehicles in 2024. A local NC peer worth tracking through direct outreach.

A $41B+ firm at the epicenter of Silicon Valley's AI ecosystem that has disclosed zero internal AI strategy or tooling. Serves families, endowments, foundations, and sovereign wealth funds. The silence is structural — private firm, no disclosure obligation. Probably GEM's most comparable peer in firm character.

PE-backed since 2021. Actively building tech capability through acquisitions — XTP Implementation Services (2024) and ParkLexington analytics (July 2025). CEO: "How we are using tools and tech is a core element of the business." No named AI tools or investment-process programs disclosed.

One of very few boutique MFOs to publicly disclose an AI posture. October 2025: actively exploring how AI can enhance internal operations and client experience. Evaluating enterprise tools, automating routine processes. No named vendors cited — early evaluation stage.

Published landmark 2025 report showing AI/tech equity exposure drove dramatic endowment outperformance in FY2024. Annual Investment Letter framed AI as a key market theme. Strong research output. Internal AI deployment posture not publicly documented.

March 2025: partnered with Canoe Intelligence to launch "Canoe Pro Tech: Asset Data PrimePlus" — combining AI/ML document extraction with Prime Buchholz's PrimePlus analytics platform. Named, production-deployed AI data infrastructure at a boutique OCIO.

Primarily an AI investor with deep thematic conviction, not a documented internal operator. Thesis focuses on the application layer as the most compelling VC opportunity. Fund XIII closed at $2.4B in April 2026 above target, citing AI as a core theme. No public disclosure of internal AI tooling.

Building a broad enterprise AI strategy. In development: AI-powered manager research tool to streamline due diligence drafting; new institutional-grade AI analytics platform launching 2026+; Aida HR AI assistant (Oct 2025). Published landmark May 2026 survey of 131 global asset managers.

GEM's closest publicly available peer benchmark. Over two years, TIFF has embedded AI across its investment process: investment memo drafting, manager quarterly letter summarization at scale, expanded factor analysis. Next: exploring AI for forecasting manager outcomes. Multi-year tech roadmap, Advisory Board oversight.

The defining AI-native allocator platform. Helps LPs screen managers, extract insights from GP data rooms, and generate standardized diligence reports. At acquisition: 1,000+ private funds, 100,000+ underlying investments, $100B+ AUM represented. Published "On the State of Allocator AI" (April 2026).

Research leadership plus real deployment. Aug 2025: launched the industry's first fully agentic-AI account opening tool — 17 minutes vs. nine days for a small team. July 2025: published three-part AI revolution series covering technology, productivity, and asset allocation implications.

Infrastructure-first AI strategy: own the data, then apply AI. SPI by StepStone (Nov 2023) covers research, pacing, benchmarking, and real-time reporting. Oct 2025: launched world's first fund-level daily private markets indices with FTSE Russell. May 2026: PitchBook partnership to embed SPI deal-level data in their workflow.

Gold standard for productized AI in alternatives. Cobalt LP: analytics covering 61,000+ private markets funds across 325,000+ client projects. Helix by HL: generative AI assistant that reads GP documents and auto-generates investment memos — 58,600+ funds, $18.9T in commitments. Won the 2024 Wealth Management Industry Award.