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Operator by trade · Builder by hand · Measured in the CFO's number

AI past the pilot.
Into the P&L.
Inside the hold period.

PortLev is a fractional AI Operating Partner for PE-backed and mid-market companies. A practising 3x CHRO with a JD who ships the systems himself and owns adoption, measured in a number your CFO recognises.

3x CHRO JD, Cardozo Law AI model trainer for OpenAI, Meta and Microsoft #6 Global HR Thought Leader, Thinkers360 Ships the system personally

The mandate, by the numbers

of PE-backed portfolio companies use AI in day-to-day operations FTI, 2026
0%
call AI fully integrated across the portfolio FTI, 2026
0%
of operating partners have seen an AI premium in a completed exit Accordion, 2026
0%

The gap between the board deck and the P&L is an adoption problem before it is a technology problem. That is the seat PortLev fills.

Pilot purgatory

The mandate is real. The number is missing.

Sponsors have told 98% of portfolio CFOs to prioritise AI. Fewer than one in three has meaningfully implemented it, and 68% say they do not know where to begin. Accordion, 2025

Six ways portfolio AI stalls before it reaches the P&L

  1. 01

    The License Trap

    Seats are paid for. Nobody can show usage or output that maps to a dollar.

  2. 02

    The Strategy Shelf

    There is an AI strategy deck. Months later, nothing has shipped from it.

  3. 03

    The Demo Graveyard

    Pilots demo well and die before production. Real data and real workflows never got involved.

  4. 04

    The Workshop Certificate

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

  5. 05

    Vendor Lock-in

    The AI lives inside a tool the company does not own. The leverage and the IP sit outside the portco.

  6. 06

    No Adoption Owner

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

The seat

Advisors advise. Vendors build. Nobody owns adoption.

More than 80% of AI programs still fail, usually on use-case alignment, user adoption and unclear success measures, not on the model. AlixPartners. Those are workforce problems. A fractional AI Operating Partner who has run HR three times and ships code is built for exactly that gap.

What the portco needs Strategy boutique Dev shop Full-time AI operating partner PortLev, fractional
Ships the working systemNo, advisesYes, then leavesSometimes, via vendorsYes, personally
Owns adoption: owner, incentives, trainingRecommendsNoYesYes, as a 3x CHRO
Workforce and compliance designPartlyNoDepends on the hireYes, JD on the seat
Monthly board numberDeckDemoYesYes, in the CFO's number
Repeats across the portfolioPer engagementPer buildYes, if headcount allowsYes, playbook per rollout
Cost$50K to $150K per diagnosticPer project$400K to $700K all-in; pencils above ~15 portcos$19,650 per month, about two days a week

Full-time economics: two-thirds of operating partners already cover five or more portcos, and the AI operating-partner role exists because the bench could not absorb the workload. Not Very Private Equity, 2026

How it runs

Diagnose. Own. Ship. Measure. Repeat.

Five verbs, one function at a time, one number per function. The same loop runs inside a two-week diagnostic, a 100-day sprint and a standing operating-partner seat.

  1. 01

    Diagnose

    Map the workflows, the adoption blockers and the loaded labor cost. Rank by impact against ease. Write the don't-automate list.

  2. 02

    Own

    Name one adoption owner inside the portco. Put the number in their incentives. Baseline it before anything ships.

  3. 03

    Ship

    Build the system into the real system of record with real data. Train the three to five people who will run it. The portco owns the code.

  4. 04

    Measure

    Publish the weekly adoption number. Report monthly to the board in basis points of EBITDA and payback on the fee.

  5. 05

    Repeat

    Package the playbook. The second function, and the second portco, cost less than the first.

There is a standard for this

The Pilot-to-P&L Standard: ten criteria a CFO can check in a day.

A portfolio company meets it when AI runs inside the system of record, with a named adoption owner, a baselined number in the company's own loaded labor cost, weekly usage measured and a monthly board report in basis points of EBITDA. Coined by PortLev, versioned, updated every six months.

  1. 02

    Named adoption owner

  2. 03

    Baseline in loaded labor cost

  3. 04

    Runs in the system of record

  4. 06

    Weekly usage published

  5. 09

    Board number in bps of EBITDA

  6. 10

    Packaged as a playbook

Three ways in

Start free. Pay for a costed plan. Retain the seat.

Every rung credits into the next. Nothing is sold that a board cannot read on one page.

Rung 0 · Free · 3 minutes

AI Pilot-to-P&L Scorecard

Score one portfolio company 0 to 3 on the six failure modes. The total says how close the mandate is to a number and which failure mode to fix first. Emailed with the specific first fix.

Score a portco

Rung 3 · $19,650 per month · 6-month minimum

Fractional AI Operating Partner

A standing seat, about two days a week. Owns the AI line of the value-creation plan, the adoption plan, governance and the build backlog. Monthly board report in the CFO's number. Between the diagnostic and the seat sits the 100-Day Pilot-to-P&L Sprint, from $45,000.

See the full ladder

Owner-operator or professional firm with 5 to 200 people? The AI Org Audit ($997, 7 days) is the version built for you.

Shipped and adopted

Receipts, not testimonials.

Named systems, in production, with the outcome the client measured. The build notes behind each one, including the actual prompts and stack, are public.

PE/VC fund · due diligence

DueDrill

60 hrs 4

AI due-diligence platform for a fund investing in defense tech, AI and health tech. 40 to 60 analyst hours per deal to under 4; deal-evaluation capacity tripled without added headcount.

Build notes

Venture studio · HR operations

AI HR Pilot

3 days 2 hrs

HR policy engine across a studio's portfolio companies. Ticket resolution from 3 days to under 2 hours; ROI positive within 30 days; became a commercial product.

Build notes

Portfolio-wide · HR compliance

i9Drill

Audit-ready

I-9 and work-authorization compliance auditor across a workforce. Turns I-9 compliance into a standing audit-ready posture across every operating company in a portfolio.

Case study

Institutional web builds

Two institutional fund websites for Ravenbridge Capital, delivered at $5,000 per site against agency quotes of $40,000 to $45,000 per site, in three days. A full redesign for Jade Mountain Partners, an SEC-registered adviser managing about $1.3B.

Read the Ravenbridge case study →

Eleven documented builds, each with the stack, the prompts and the decisions behind it. And one page with the seat, the ladder, the proof and the method, refreshed every quarter.

Who holds the seat

One operator. HR, legal and the build, in the same chair.

Every PortLev engagement is led personally by Yuri Kruman, founder of Portfolio Leverage Company. The rollout is designed by someone who has run the people side of a company three times and ships the system himself.

  • 01

    3x Chief Human Resources Officer

    Fortune 500, VC-backed and global organisations. Workforce design, incentives and adoption are the seat's native ground.

  • 02

    JD, Cardozo Law

    Compliance and workforce-impact design built into every rollout, not reviewed after it.

  • 03

    AI model trainer for OpenAI, Meta and Microsoft

    Contracted in the HR and leadership domains. Knows where the models fail before the portco does.

  • 04

    #6 Global HR Thought Leader, Thinkers360

    2025 and 2026. AI curriculum designer for Coursera enterprise workforce programs.

Straight answers

Questions operating partners ask first

What does a fractional AI Operating Partner do for a PE portfolio company?
Owns the AI line of the value-creation plan end to end: picks the function, names the adoption owner, ships the working system into the real system of record, designs the workforce and compliance side of the rollout, and reports monthly to the board in a number the CFO recognises. About two days a week, on a six-month minimum, at $19,650 per month.
How is PortLev different from a strategy boutique or a dev shop?
A strategy boutique advises and leaves a deck. A dev shop builds and leaves a pilot. PortLev pairs a practising 3x CHRO with a JD, who designs adoption, incentives and compliance, with a hands-on builder who ships the system personally. The engagement is measured in basis points of EBITDA inside the hold period, not in slides delivered.
Where should a portfolio company start?
With the free AI Pilot-to-P&L Scorecard: six failure modes scored 0 to 3 in three minutes, which tells you how close the board mandate is to a number and which failure mode to fix first. The next rung is the Portco AI Diagnostic: two weeks, one portfolio company, $7,500, credited against a sprint or retainer within 90 days.
How do you measure impact?
Every engagement baselines one number in the CFO's own loaded labor cost before anything ships, then reports the weekly adoption rate and the annualised recoverable cost against it. The board sees basis points of EBITDA and the payback on the fee, not activity metrics like seats licensed or people trained.
Is PortLev only for private equity?
The practice is built for PE funds with fewer than about fifteen portfolio companies and for their portcos, and the same seat works for founder-led and mid-market companies with a board-level AI mandate. Owner-operators and professional firms with 5 to 200 people are served by the separate AI Org Audit.

The Leverage Brief

One operator's note a week on getting AI into the P&L.

Written by someone who runs the motion. No vendor news. Reply-friendly.

Unsubscribe any time. No third-party sharing.

Twenty minutes to find out whether the mandate can reach the P&L this quarter.

Bring the board deck and the function you would fix first. You leave with a written point of view within two business days, and no proposal unless there is a fit.

Or write directly: yuri@portlev.com

Score a portco Book a call