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I had a conversation last week with a CFO at a $600M manufacturer who had no idea her LTI package was running 18 points below market. She found out when a recruiter called.

This edition covers the comp data that just dropped, the AI investment framework that actually holds up under board scrutiny, and a practical automation build for finance teams wasting hours on manual reconciliation.

Structure is what separates a defensible finance model from a loose management story.

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THE NUMBER

63%

Long-term incentive awards now make up 63% of total CFO compensation at large U.S. public companies, according to a new study of 140 NYSE and NASDAQ companies covered by CFO Dive.

This is not just a pay story. It is a retention architecture story. When nearly two-thirds of a CFO's total package is tied to long-term vehicles, the real leverage in any retention conversation has shifted entirely to equity structure, vesting schedules, and performance conditions -- not base salary. If your comp committee is still anchoring renewal conversations around cash, you are negotiating in the wrong currency. Pull your current LTI percentage before your next comp committee meeting and compare it against this benchmark.

THE CFO EDGE: Build a Two-Layer AI Investment Case That Survives Board Questions

people on conference table looking at talking woman

At the second company I advised post-exit, the CEO wanted to greenlight an AI vendor in 90 days. The board killed it in the first review because the CFO had not separated the internal ROI case from the product revenue case. They were bundled together and neither was credible on its own.

The core mistake I see finance leaders make when presenting AI investment is treating it as a single line item with a single return thesis. Brandon Nussey at JAGGAER laid out the right framework in a recent piece: there are two distinct investment tracks, and they require two distinct financial models.

  • Step 1: Internal automation investments.
    Start here. Identify three to five high-volume, rule-based processes in your finance function: invoice matching, variance reporting, cash application, intercompany reconciliation. These are your pilots. They have measurable baseline costs, clear cycle times, and low regulatory risk. Build a 12-month ROI model that captures FTE hours recovered, error rate reduction, and close cycle compression. This is your proof-of-concept budget and your board credibility.
  • Step 2: Customer-facing AI features.
    This is a different animal. The financial model needs to capture three things: incremental pricing power from AI-enabled features, the cost of building versus buying the underlying capability, and the compliance and liability exposure in your industry. Do not let engineering drive this model. Finance owns the build-versus-buy decision.
  • Step 3: Separate the two P&Ls in your board presentation.
    Internal automation is an OpEx efficiency play with a 6 to 18 month payback. Customer-facing AI is a growth investment with a 24 to 48 month horizon and higher uncertainty. Conflating them creates credibility problems when one underperforms.
  • Step 4: Assign a named finance owner to each track.
    AI investments without financial accountability drift. Put someone on your team responsible for tracking actuals against the model quarterly.
  • Step 5: Set a stage-gate at month six.
    If internal pilots are not showing measurable ROI by month six, pause the customer-facing investment. The internal infrastructure is the foundation -- do not build the second floor without it.

Immediate payoff: You walk into the next board meeting with a defensible two-track AI investment framework instead of a single line item that invites skepticism. You stop having the 'what is the ROI on AI' conversation and start having the 'here is what we have proven so far' conversation.

THE EXECUTIVE BRIEF

oval brown wooden conference table and chairs inside conference room

Median CFO compensation at large U.S. public companies increased 8% year-over-year, driven by a 12% rise in long-term incentive awards, per a new study of 140 NYSE and NASDAQ companies.

My take: The headline number is 8%, but the real story is the structure. Companies competing for experienced finance talent are not winning with bigger base salaries -- they are winning with more sophisticated equity vehicles, multiple LTI instruments, and longer retention windows. If your comp committee is benchmarking against cash comp alone, you are already behind. The CFOs who are leaving are not leaving for 15% more salary. They are leaving because someone offered them a better-designed long-term package.

teal LED panel

JAGGAER CFO Brandon Nussey argues that CFOs must manage AI investment across two distinct tracks -- internal operational automation and customer-facing product features -- each with separate financial risk profiles.

My take: This is the clearest framework I have seen on the AI investment question, and it matches what I am seeing in practice. The CFOs who are struggling with AI ROI are the ones who bundled both tracks into a single initiative with a single return expectation. Internal automation pays back faster and builds the data infrastructure you need for the product side. Sequence matters here, and Nussey names it directly. The build-versus-buy decision on customer-facing AI is where I see the most expensive mistakes -- finance needs to own that analysis, not defer to the product team.

man in white dress shirt sitting beside woman in black long sleeve shirt

Brex CFO Erica Dorfman describes her early-morning routine and emphasis on direct communication as core to her leadership approach.

My take: I will be honest: morning routine profiles are not usually where I find operational insight. But there is one thing Dorfman says that is worth pulling out -- the deliberate emphasis on bringing people along on projects rather than presenting finished work. That is a real skill gap I see in finance leaders who are technically excellent but organizationally ineffective. The CFOs who get cross-functional buy-in early spend less time defending their numbers later. If your team is still operating in a 'build it, present it, defend it' cycle, that is worth examining.

FINANCE STACK: Automate Your LTI Tracking Before the Next Comp Committee Meeting

graphs of performance analytics on a laptop screen

The most common place I see this break is in mid-market finance teams that are managing equity award schedules across multiple vehicles in a spreadsheet that one person owns. When that person leaves, or when the comp committee asks a question about unvested balances by tranche, the answer takes three days to produce.

Here is how to build a clean LTI tracking system your team can maintain without a dedicated equity administrator:

1. Centralize award data in a single source

Pull all outstanding equity awards -- RSUs, PSUs, options, or other LTI vehicles -- into one structured table with columns for grant date, vesting schedule, performance conditions, current fair value, and expiration date.

2. Build a rolling 12-month vesting calendar

Create a month-by-month view of scheduled vesting events so you can anticipate dilution impact, tax withholding obligations, and cash settlement requirements before they hit the income statement.

3. Add a benchmark comparison column

Pull the LTI-as-percentage-of-total-comp figure for each executive role and flag any that fall more than 10 points below the 63% median benchmark from the CFO Dive study -- this becomes your comp committee prep document.

4. Set automated alerts for vesting and expiration dates

Use your HRIS or a simple calendar integration to trigger 90-day and 30-day alerts before any material vesting event or option expiration so legal, payroll, and finance are aligned without a manual chase.

Control check:

Can any member of your finance team pull the total unvested LTI balance by executive, by tranche, and by instrument type in under five minutes without opening a spreadsheet?

The teams that operationalize this now will walk into every comp committee meeting with answers instead of action items.

Weak structure creates risk before finance sees it in the numbers.

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CFO PULSE

THE BOTTOM LINE

The 8% comp increase number will get attention, but it is a distraction from the harder question: is your finance organization structured to retain the leaders who actually know where the risk is buried?

I have watched two companies lose their controller and their VP of Finance within six months of each other. Both times, the exit interviews pointed to the same thing -- not pay, but the sense that the long-term package did not reflect the long-term ask. The company wanted institutional knowledge and strategic partnership, but it was paying for a transactional role.

The same logic applies to AI investment. The CFOs who are winning are not the ones who spent the most. They are the ones who sequenced it correctly, separated the internal ROI case from the product case, and built accountability into the model from day one.

Structure is the word that connects both stories this week. Comp structure. Investment structure. If the architecture is right, the decisions downstream get easier.

Until next edition. — Marcus Reid

P.S. One thing worth doing this week: pull your LTI percentage as a share of total comp for each finance leader on your team and compare it against the 63% benchmark. The number will tell you something your retention risk model probably is not capturing yet.

Marcus Reid, CPA

Marcus Reid, CPA
Editor-in-Chief

I spent 14 years as a CFO at a $2.4B public manufacturing company. I've watched CFOs lose their jobs not because they got the numbers wrong, but because they got the story wrong. That gap is what CFO Executive Insights exists to fix. No fluff. Just practical playbooks for modern finance leaders.

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Disclaimer: The content in CFO Executive Insights is for informational and educational purposes only and does not constitute financial, legal, or professional advice. Always consult a qualified advisor before making decisions related to your organization's finances, strategy, or operations. No advisory relationship is created by this publication.

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