The Problem
spent on AI annually by PE firms.
Most can't show what they're getting back.
According to KPMG's Q4 2025 AI Pulse Survey, PE leaders plan to invest an average of $101 million in AI over the next 12 months — but only 40% expect measurable ROI in that same window. Grant Thornton's 2026 AI Impact Survey was blunter: the sector is "building conviction about AI faster than it is building measurable results."
The problem isn't a lack of AI tools — it's what the VCII's January 2026 whitepaper calls "use case syndrome": disconnected pilots that generate activity but no measurable return. With the average hold period now at 6.4 years and fundraising down 35% since 2023, the pressure to demonstrate AI-driven value is real — and unforgiving.
Meanwhile, according to Bonsai Labs, the average deal team is still spending 45 minutes per teaser. Diligence still runs 10 to 14 weeks. And the AI platforms being sold to the industry are either built for the very largest firms, or too narrow to move the needle.
You need a partner who is fluent in private equity — one that can move fast, target the right levers, and build things that actually run.
What We Do
Strategy first. Implementation if you need it.
For the Fund
We help your team use AI to source better deals, run faster diligence, monitor the portfolio in real time, and streamline LP reporting. The result is a sharper, more competitive investment operation.
For the Portfolio
We help your portfolio companies identify and implement AI initiatives that expand EBITDA margins, accelerate revenue, and build the kind of documented AI capability that commands a premium at exit.
We start with strategy — identifying where AI creates the most value and building a prioritized roadmap. If you have an internal team to execute, we hand it off. If you need us to build and deploy it too, we do that.
FTI Consulting found that 40% of PE firms manage AI investments at the portfolio company level independently — a decentralized model that limits learning, scale, and cross-portfolio leverage. PrivCo AI Solutions helps you build toward a centralized AI operating model: one where the fund orchestrates AI strategy, governs it consistently, and deploys it across portfolio companies with discipline.
How We Engage
We audit both tracks: the fund's investment operations (sourcing, diligence, reporting) and the portfolio companies' EBITDA drivers. We rank opportunities by impact, feasibility, and fit with your hold period.
Where We Create Value
For the Fund: A Sharper Investment Business
Deal Sourcing
AI agents score every opportunity against your thesis criteria in real time. Firms using these systems cut teaser screening from 45 min to 8 min and expanded weekly deal coverage — with the same team.
Source: Bonsai Labs ↗Due Diligence
90–95% accuracy in legal document review, 5–10x faster data processing. Automated financial processing, contract analysis, and risk flagging. What took 12 weeks can take 4.
Source: VCII / Third Bridge ↗Portfolio Monitoring
Agentic AI systems now orchestrate monitoring across the entire portfolio — flagging anomalies, tracking KPIs against underwriting assumptions, and surfacing issues before they compound.
Source: LeewayHertz ↗LP Reporting
Capital account reconciliation and fund-level data flows — eliminating the manual scramble that consumes weeks each quarter.
For the Portfolio: EBITDA That Shows at Exit
Revenue Acceleration
AI-powered pricing optimization, customer segmentation, and sales automation. Expanding the AI lens across how you sell, what you sell, and how you deliver can unlock EBITDA gains of 5–25% — and in some cases revise TAM estimates up to 3×.
Source: ECA Partners / FTI Consulting ↗Margin Expansion
Intelligent automation of back-office workflows across finance, HR, and operations. Roland Berger case studies show $5M in margin uplift from AI-enabled pricing in a single quarter, 7% procurement savings, and 25% reduction in forecast error.
Source: VCII 2026 Whitepaper ↗Exit Readiness
AI capability built into your sell-side narrative — documented systems, tracked outcomes, a credible roadmap. Portfolio companies with documented AI value creation command a premium at exit that purely operational improvements cannot replicate.
Source: CLA Connect 2026 ↗Why PrivCo AI Solutions
Built for the middle market. Not repurposed for it.
We speak PE.
Every engagement is structured around hold periods, EBITDA targets, and exit timelines — not generic transformation frameworks.
We are full-stack.
Strategy without execution is a report. We do both, under one roof, with one team accountable for results.
We are boutique by design.
Senior practitioners on every engagement. No hand-offs to junior analysts.
We move fast.
Our engagements are designed to produce measurable impact within the first 90 days.
We work with what you have.
No rip-and-replace. We build around your existing infrastructure.
Engagement Models
Fund AI Audit
Rapid assessment of your investment operations — sourcing, diligence, reporting. Delivered in 2–3 weeks.
Portfolio Scan
AI opportunity audit across portfolio companies, with a prioritized value creation roadmap tied to your hold period and exit targets.
Initiative Sprint
Fixed-scope, strategy-through-deployment engagement targeting a single high-priority use case. Guaranteed delivery timeline.
Embedded Partnership
Ongoing retainer. PrivCo AI Solutions operates as your AI execution arm across the fund and portfolio for the duration of the hold period.
AI isn't the future of private equity.
It's the present.
The funds creating separation are the ones that have moved from experimentation to execution. Let's talk about your fund.
PrivCo AI Solutions works exclusively with middle market investors. Engagements are limited to ensure senior attention on every mandate.
