What is an AI Operating Partner?

An AI Operating Partner is a fractional executive who takes a portfolio company's AI mandate from board directive to measurable P&L impact. A strategy consultant delivers a deck. A vendor sells a tool. An AI Operating Partner fixes adoption and ships the working systems, then transfers the capability to the company's own team. PortLev delivers this for PE portfolio companies on a 90 to 180 day horizon.

Why do AI pilots stall inside portfolio companies?

Portfolio AI rarely fails loudly. It stalls in one of six recognizable ways: the License Trap, paying for AI seats with no usage that maps to a dollar; the Strategy Shelf, a deck that never ships into the business; the Demo Graveyard, pilots that die before production; the Workshop Certificate, training that changes no behavior; Vendor Lock-in, where the AI lives inside a tool you do not own; and No Adoption Owner, where nobody is accountable for getting the workforce to use it. MIT research in 2025 found that 95% of enterprise generative AI pilots produce no measurable ROI. Not one of these six is a technology problem. They are all operating problems, which is why the fix is an operating partner rather than another vendor.

What is the AI Pilot-to-P&L Scorecard?

A free 3-minute diagnostic for PE portfolio companies. You score one portfolio company from 0 to 3 on each of the six ways AI stalls before it reaches the P&L. The total tells you how close the board's AI mandate is to an actual number, and which failure mode to fix first. Take it at https://portlev.com/scorecard

What is the AI Operating Diagnostic and what does it cost?

The AI Operating Diagnostic starts at $18,500 and takes one portfolio company end to end in 30 days: where AI moves margin, what to build first and what it is worth annualized. It delivers a margin map identifying at least 3x the fee in annualized margin, plus one working workflow shipped into the business. If both are not delivered, you keep every deliverable produced including the working prototype, at no further cost. The fee credits in full toward any subsequent retainer or build.

What does a fractional Chief AI Officer cost?

PortLev's Fractional Chief AI Officer retainer is $19,650 per month. It places a working AI executive on the portfolio company's leadership team for strategy, governance and shipped systems, without a full-time hire that typically runs $400,000 or more in total compensation. A separate Fractional CHRO retainer is available at $15,000 per month for portfolio companies that need senior HR leadership alongside the AI mandate.

What do custom AI builds cost for a portfolio company?

Custom AI builds for portfolio companies start at $35,000, with most engagements landing between $35,000 and $85,000 depending on scope. Every build ships working software into the business and transfers the capability to the company's own team, so the system survives after the engagement ends. Delivered work includes HR policy engines, due diligence platforms, donor CRM systems and institutional fund websites.

How quickly can a portfolio company get AI into the P&L?

PortLev works on a 90 to 180 day horizon to move AI from pilot to P&L. The 30-day AI Operating Diagnostic establishes the margin case and ships one working workflow into the business. The retainer and build work that follows extends it across the functions where the margin actually sits, with a named adoption owner so usage does not decay after handoff.

Who runs the work at PortLev?

Yuri Kruman runs every engagement personally. He is a 3x CHRO and Fractional Chief AI Officer with 11 AI builds shipped, and a Contract AI Model Trainer for OpenAI, Meta and Microsoft. Thinkers360 has ranked him a Top-6 Global HR Thought Leader for four consecutive years, 2023 to 2026. His JD from Cardozo Law makes workforce rollouts risk-aware on WARN, compensation and displacement design, which is where most portfolio AI programs create exposure they did not plan for.

For PE Portfolio Companies

Get AI Past the Pilot.
Into the P&L.

PortLev is the fractional AI Operating Partner for PE portfolio companies. We take the board's AI mandate past the pilot and into the P&L in 90 to 180 days, by fixing adoption and shipping the systems. Every engagement ships working software and operating capability, not slideware.

Score Your Portco: 3 Minutes, Free → The AI Operating Diagnostic →

The AI Operating Diagnostic starts at $18,500 and credits in full toward any retainer or build. We map 3x the fee in annualized margin and ship one working workflow, or you keep the prototype. Terms in plain English in our Terms.

Diagnose · Free · 3 Minutes

AI Pilot-to-P&L Scorecard

Score one portfolio company across the six ways AI stalls before it reaches the P&L, and see which failure mode to fix first.

Engage · From $18,500

AI Operating Diagnostic

One portco, end to end: where AI moves margin, what to build first and what it is worth annualized. Credits in full toward any retainer or build.

Retain · $19,650/mo

Fractional Chief AI Officer

A working AI executive on the portfolio company's leadership team. Strategy, governance and shipped systems, without the $400K hire.

3x CHRO Fractional Chief AI Officer 11 AI Builds Shipped JD, Cardozo Law Contract AI Model Trainer for OpenAI, Meta and Microsoft

The Problem Nobody's Naming

The Mandate Is Real.
The P&L Impact Is Not.

Almost every portfolio company now has an AI mandate from the board. Almost none can point to the line it moved. Portfolio AI does not fail loudly: it stalls in one of six specific, recognizable ways, and every one of them is an operating failure rather than a technology failure.

Stall 01

The License Trap

You pay for AI seats (Copilot, ChatGPT Enterprise) but cannot show usage or output that maps to a dollar.

Stall 02

The Strategy Shelf

There is an AI strategy deck. Months later, nothing has actually shipped from it into the business.

Stall 03

The Demo Graveyard

Pilots demo well, then die before production. Curated data works; the real systems and workflows do not.

Stall 04

The Workshop Certificate

The team completed AI training. Day-to-day behavior and output did not change afterward.

Stall 05

Vendor Lock-in

The AI lives inside a vendor tool you do not control or own. Leverage and IP sit outside the company.

Stall 06

No Adoption Owner

No single owner, no incentives and no change plan for getting the workforce to actually use it.

"Not one of these is a technology problem. Which is why the fix is an operating partner, not another vendor."

Score one portfolio company: 3 minutes, free →

Yuri Kruman, founder of PortLev and AI Operating Partner for PE portfolio companies

The Operator

Why PortLev Exists.

I am a 3x CHRO who has shipped 11 AI systems and trained frontier models under contract for OpenAI, Meta and Microsoft. I am not a strategy consultant. I build the thing.

And across portfolio company after portfolio company, I kept watching the same movie.

The board hands down an AI mandate. Six months later there is a deck, a pile of license spend and a pilot that demoed well. There is nothing in the P&L. Not because the technology failed. Because nobody owned adoption, and nobody shipped the actual systems.

The market's answer was more of what already failed: another strategy engagement, another vendor tool, another training workshop that changed no behavior. All advice, no delivery. Meanwhile the hold clock keeps running.

So I built the opposite. An operating partner who fixes the six ways AI stalls before the P&L, ships one working system into the business, and installs a named owner so the usage does not decay after handoff. Built, not advised. My JD keeps the workforce rollout risk-aware where most programs quietly create exposure.

That is PortLev. One portfolio company, from board mandate to margin.

Fractional Chief AI Officer 3x CHRO 11 AI Builds Shipped Contract AI Model Trainer for OpenAI, Meta and Microsoft JD, Cardozo Law Top-6 Global HR Thought Leader, four years running

The Method

From Mandate to Margin

Five phases. One portfolio company at a time. Each phase ends in something the CFO can see.

visibility

Phase 1

Score

Find which of the six stall modes is holding the mandate back.

Portco Scorecard →

speed

Phase 2

Map

Quantify where AI moves margin, annualized and defensible.

AI Operating Diagnostic →

architecture

Phase 3

Build

Ship one working workflow into the business, not a prototype deck.

Custom AI Builds →

rocket_launch

Phase 4

Adopt

A named owner, incentives and a change plan, so usage does not decay.

Adoption Program →

autorenew

Phase 5

Compound

Extend across the functions where the margin actually sits.

Fractional CAIO →

SEE arrow_forward MEASURE arrow_forward DESIGN arrow_forward EXECUTE arrow_forward SUSTAIN arrow_forward REPEAT

Featured In

Forbes Fast Company HBR Entrepreneur Thinkers360 HR.com

Receipts, Not Testimonials

Every claim below is public and clickable. No anonymous quotes, no initials, no unverifiable numbers.

3 sites, 3 days

Three institutional fund websites designed, built and shipped in three days, saving the client roughly $105K against agency quotes. The full build breakdown is public.

Read the case study →

11 live builds

Eleven AI products and institutional sites shipped and running in public: HR copilots, a diligence workbench, a donor CRM, a career OS and more. Click through and use them.

Browse the live products →

2,300+ coached

Over 2,300 executives coached since 2016 to outcomes with a number: a $500K package, a $250K contract, a 50% raise. Master Coach on The Muse. 3x CHRO. Every claim named and sourced.

See the coaching record →

The Proof

Built. Not Advised.

Every system below was designed, built and shipped by Yuri, not outsourced and not slideware. The same operator who runs your engagement. This is what "we ship the systems" actually looks like.

AI HR Pilot

PE Applied to HR Operations

Intelligent HR policy assistant with AI triage. Classifies employee tickets, routes to teams, ensures compliance, and provides instant policy answers from a structured knowledge base. Engineered for a venture studio managing multiple portfolio companies.

Python NLP HR Tech

View →

DueDrill

PE Applied to Venture Capital

AI-powered deep due diligence platform generating investment memos with risk scoring, competitive analysis, and financial modeling. Engineered for a PE/VC fund investing in defense tech, AI, and health tech.

Full-Stack AI Research FinTech

View →

ChaiRaise

PE Applied to Nonprofit Fundraising

AI-native CRM with automated donor cultivation, email drafting via Anthropic API, and 110+ HNW donor pipeline management. Engineered for a Technion-adjacent Torah learning community in Haifa.

React Claude API CRM

View →

Commander in Chief AI

PE Applied to Executive Coaching

Interactive AI coaching companion built on a Forbes Top 21 leadership book. Delivers personalized career strategy and leadership development through a conversational interface powered by Claude.

React Claude API Coaching

View →

Career Beast Mode

Consumer SaaS · Shipped

A full consumer SaaS product built end to end: AI scoring engine across five dimensions, authenticated accounts, subscription billing and a live user base. Included here as build evidence, not as a service PortLev sells to portfolio companies.

React AI Engine SaaS

View →

Ravenbridge Capital Partners

PE Applied to Private Equity

Institutional corporate website for a private equity platform investing in critical minerals, data infrastructure, dual-use technologies and advanced computing. Custom brand system, investment thesis architecture, leadership profiles, sector pages and investor relations flows.

Brand System Institutional PE Fund

View →

Ravenbridge Capital Advisors

PE Applied to Investment Banking

Corporate site for the investment banking and advisory arm. Advisory practice positioning, team bios, service offerings across strategic consulting and analytical support for clients at the nexus of finance, frontier technology and national security. Managed by Adam Phillips.

Advisory FinTech IB

View →

BookToCourse.AI

PE Applied to Knowledge Monetization

Full-stack platform that transforms published books into AI-powered online academies with video courses, assessments, and certificates. 100% author ownership. From manuscript to monetizable academy in weeks.

Full-Stack AI Video EdTech

View →

11 AI-native products and institutional websites shipped. Not advised. Built. Browse them all in PortLev Labs →

Case Study

$105,000 saved. 3 institutional fund websites. Shipped in 3 days.

Read the Ravenbridge build breakdown →

Start Here

Choose Your Entry Point.

Three ways in, from a free 3-minute score to a working AI executive on the leadership team.

Diagnose · Free · 3 Minutes

query_stats

AI Pilot-to-P&L Scorecard

Score one portfolio company across the six ways AI stalls before it reaches the P&L, and see which failure mode to fix first.

Score Your Portco →

For Portcos

Engage · From $18,500

savings

AI Operating Diagnostic

One portfolio company, end to end: where AI moves margin, what to build first and what it is worth annualized. Credits in full toward any retainer or build.

See the Diagnostic → Start free: take the 3-min Portco Scorecard →

Retain · $19,650/mo

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