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Exit Multiple Diligence: Will the Next Buyer Pay Your Multiple?
The exit multiple decides more of a buyout’s return than the operating plan does, yet it is the number in the model nobody tests. A sponsor can work out today what the next buyer will be able to pay.

By Gaurav Shah
Managing Partner, Arete Ventures · Investment committee member
Published November 2026
15 min read


Illustration: Arete Ventures.
In Brief
The exit multiple is a forecast of what one buyer will pay in one year. Name both before you sign.
The most likely next buyer is another sponsor. Its own model sets a ceiling on the price, and you can calculate that ceiling now.
Two inputs move the ceiling most: the growth left for the next owner and the return that owner needs. A plan that takes all the growth for itself lowers its own exit multiple.
Public markets show which way multiples are moving well before private deals do. Use them for direction, and adjust for size before using them for level.
The distance between the multiple in your model and that ceiling is the ceiling gap. In our example, a 1.2-turn gap turns a 2.26x plan into 1.90x.
When the gap is real, fix it in the entry price or the deal terms, or walk away.
I have looked at exit multiples from three seats. As an operating partner, I saw a manufacturing company in our portfolio sell to a sponsor at 13 times EBITDA, when its sector traded at 8 to 9 times. On investment committees, I vote on multiples that other people have underwritten. And I trade US-listed equities, where multiples reprice every day.
From all three seats, the lesson is the same. The exit multiple in most models is today’s comparable deals carried forward five years. Nobody owns it. The operating plan gets weeks of work, while the exit multiple gets one cell in the model.
That cell decides more of the return than most of the plan. This piece sets out a test for it, built around the one question every exit comes down to: who will buy this company, and what will they be able to pay?
The exit multiple is a forecast of what one buyer will pay in one year.
What Is an Exit Multiple in Private Equity, and Why Is It the Least-Tested Number?
An exit multiple is the enterprise value to EBITDA ratio a private equity sponsor expects to sell a company at, and in most buyouts it decides more of the return than the operating plan.
The arithmetic is blunt. We follow one illustrative deal through this piece. A sponsor buys a company at 10 times its $40 million of EBITDA, with debt at 5 times EBITDA, and the LBO model assumes it sells at 10 times in year five. Grow EBITDA 8% a year and sell at 10 times, and the equity returns 2.26 times. Sell at 9 times and it returns 1.96 times. One turn of multiple costs about 0.3 times the money, on a plan that was otherwise delivered in full.
For most of the last decade, rising multiples covered for optimistic ones. Multiple expansion made up more than 30% of value creation for older fund vintages, and that support has reversed for recent ones. Bain now estimates that a 2.5 times return over five years needs about 12% EBITDA growth a year, against about 5% a decade ago.
Some deals find out the hard way that no buyer is coming. A software company taken private for $6.4 billion in 2021 was handed to its lenders in June 2026, after its owner declined to put in more cash. A creditor group led by Blackstone took control.
That outcome usually starts at signing, when the exit multiple assumption is copied from recent deals and never tested. We test it in four checks, which we call the Next-Buyer Test.
Exhibit 1
The Next-Buyer Test
Check
The question
Evidence that settles it
If it fails
1. Who buys, and when
The question: Which buyer class is most likely, in the year the company will realistically sell?
Evidence: Exit data for the sector and size; the hold the plan really needs
If it fails: The ceiling is set by a different buyer than the model assumes
2. What that buyer can afford
The question: At its own debt cost, borrowing capacity and target return, what can that buyer pay?
Evidence: The next buyer’s model, rebuilt for the exit year
If it fails: Lower the entry price or change the terms
3. Which way the market is moving
The question: Are public comparables rerating up or down, and how fast?
Evidence: Forward multiples and credit spreads for the comparable set, adjusted for size
If it fails: Haircut the exit multiple before signing
4. What earns or loses turns
The question: What will the buyer’s diligence add to or take off the multiple?
Evidence: Customer mix, revenue quality, capex history, management depth, AI exposure
If it fails: Fix it in the plan, or price it now
Source: Arete Ventures.
Who Will Buy It, and in Which Year?
Name the most likely buyer in the year the company will realistically sell, because a sponsor, a strategic buyer and a continuation vehicle each pay up to a different ceiling.
The likely buyer is another sponsor. Sponsor-to-sponsor sales were 53.5% of US private equity exits in the first quarter of 2026, according to PitchBook. Most exit models are, in effect, a bet on what the next private equity firm will be willing to pay.
The year is usually later than the model says. About 75% of the platform buyouts made in 2021 were still held in mid-2026, and the 2021 vintage had returned 0.14 times its capital by year four. A five-year plan has become a seven-year hold for many funds.
A later sale changes the buyer and the price. At year seven, the buyer is often a continuation vehicle: the same GP, with new money from secondary investors, pricing a fresh plan under close scrutiny from its LPs. Continuation-fund exits rose from 44 in 2021 to 158 in 2025. A later sale also leaves the next owner less growth to buy. Every extra year in the hold uses up runway the next buyer would have paid for.
Exhibit 2
Buyer classes and how each prices
Buyer
What it pays for
What caps the price
When it is the likely buyer
Sponsor
What it pays for: Growth left in the plan and cash flow it can borrow against
What caps the price: Its debt cost, the debt available and its target return
When it is likely: Most exits; 53.5% of US exits in Q1 2026
Strategic
What it pays for: Synergies it controls and a gap filled in its own business
What caps the price: Its own trading multiple and the synergies its board will believe
When it is likely: When the company fits a larger company’s product line or market
Continuation vehicle
What it pays for: A fresh plan the same GP can still deliver
What caps the price: LP scrutiny and the discount secondary buyers ask
When it is likely: When the hold runs past year six or seven
IPO
What it pays for: Scale, growth and predictable earnings
What caps the price: Public comparables at listing, an IPO discount and a staged sell-down
When it is likely: Rare for smaller companies; needs scale
Sources: PitchBook, Q3 2026; Arete Ventures.
Exhibit 3
The hold you plan and the hold you get


Sources: PitchBook, Q3 2026; Arete Ventures.
Leadership readiness before a sale is a separate question, covered in our piece on the exit horizon. This one is about price.
How Much Can the Next Sponsor Afford to Pay?
A sponsor can only pay what its own model returns at the debt cost, borrowing capacity, growth and target return of the exit year, and that ceiling can be worked out before you sign.
Ceiling multiple
The price at which the next owner’s equity reaches its target return, given the debt it can raise, what that debt costs, how much EBITDA turns into cash, and the growth left in the plan.
Exhibit 4 runs that calculation for a company with $40 million of EBITDA. Growth changes across each row, and debt down each column.
Exhibit 4
What the next sponsor can pay
Debt at entry
Debt cost
5% growth
8% growth
12% growth
4x EBITDA
Debt cost: 7%
5% growth: 6.3x
8% growth: 7.8x
12% growth: 11.4x
5x EBITDA
Debt cost: 7%
5% growth: 7.2x
8% growth: 8.8x
12% growth: 12.9x
6x EBITDA
Debt cost: 7%
5% growth: 8.1x
8% growth: 9.9x
12% growth: 14.4x
4x EBITDA
Debt cost: 10%
5% growth: 5.8x
8% growth: 7.2x
12% growth: 10.6x
5x EBITDA
Debt cost: 10%
5% growth: 6.5x
8% growth: 8.0x
12% growth: 11.8x
6x EBITDA
Debt cost: 10%
5% growth: 7.2x
8% growth: 8.9x
12% growth: 13.0x


Target return of the next sponsor
12.4x 8.8x 7.6x
At a 2.0x, 2.5x and 3.0x target
The next buyer's own exit
8.8x 7.4x
Sells at the price it paid, or one turn lower
Illustrative. Assumes $40 million of EBITDA, a five-year hold, a 2.5x target return unless stated, half of EBITDA converted to cash before interest and used to repay debt, and an exit at the price paid unless stated. Source: Arete Ventures.
The Ceiling Gap: Back to Our Deal
Our sponsor priced its deal to exit at 10 times. If the next owner also expects 8% growth and borrows on the same terms, Exhibit 4 says it can pay about 8.8 times. That 1.2-turn ceiling gap turns a 2.26x plan into about 1.90x, and an IRR of about 17.7% into about 13.7%. Nothing went wrong in the operating plan. The gap was in the model on the day it was signed.
Our illustrative deal
The ceiling gap, in turns and in returns
10.0x
Exit multiple in the model
8.8x
What the next sponsor can pay
1.2
Turns of ceiling gap
1.90x
Return on equity, from 2.26x
13.7%
IRR, from 17.7%
Growth Left for the Next Owner Is What You Sell
At 5 times debt and a 7% debt cost, moving from 5% to 12% growth lifts the ceiling from 7.2 times to 12.9 times. Each point of growth left for the next owner is worth about half a turn at low growth rates, and more than a turn above 10%. A plan that takes every point of growth inside the hold hands the next buyer a slower company, and a slower company carries a lower ceiling. The best exits leave the buyer a visible next chapter, such as a new region or a plant with room to expand.
The growth you leave for the next owner is what you sell.
The Next Buyer’s Return Target Moves the Price More Than Rates
Three points of extra debt cost take off between half a turn and 1.4 turns. The return the next sponsor needs moves the ceiling further. When capital is plentiful and sponsors accept 2 times their money, the ceiling in our example is 12.4 times. When they need 3 times, it is 7.6 times. The state of the buyer market in the exit year is an input, and it belongs in the model.
The Next Buyer’s Caution Compounds
Sponsors underwriting today often assume they will sell for less than they paid. If the next owner builds in one turn of contraction on its own exit, its ceiling in our example falls from 8.8 times to 7.4 times. One turn of caution in the next buyer’s model costs you about 1.4 turns.
The Next Buyer’s Lenders Set Part of Your Price
The debt the next sponsor can raise is decided by its lenders in the exit year, and much of that debt now comes from private credit funds. When defaults rise, those lenders cut how much they will lend against a company’s EBITDA, and every turn of debt they withhold lowers the ceiling. The 2026 lender takeover above was a direct-lending loan. Ask a debt adviser at signing what lenders would offer against this company today, and again at one turn less.
A Premium Multiple Has to Clear a Bar
On these assumptions, a sponsor paying 13 times needs to see about 12% growth a year ahead, with debt at 5 to 6 times EBITDA. If your model exits at 13 times, that is the case the next buyer has to believe.
Strategic Buyers Price Synergies They Control
A strategic buyer’s ceiling is the company’s standalone value plus the synergies it can prove and control. Cost synergies usually count in full. Revenue synergies are usually discounted, because they depend on customers the buyer does not yet have.
How to
Test an exit multiple in five steps
Before the indicative offer · output: the ceiling gap
1
Name the buyer and year
Name the buyer class and the year the company will realistically sell.
2
Set its terms
Set that buyer’s debt, debt cost and target return for that year.
3
Estimate growth left
Estimate the growth your plan will leave for that buyer.
4
Solve for the ceiling
Solve for the price at which the buyer reaches its return. That is the ceiling.
5
Price the gap
Compare the ceiling with the exit multiple in your model, and price or structure any gap.
What Is the Public Market Telling You?
Public markets reprice first, so use them to read the direction and speed of multiples, and adjust for company size before treating any public number as an exit price.
Use Public Markets for Direction, Then Adjust for Size
Smaller buyouts trade one to two turns below larger ones, PitchBook notes, and most public comparables are larger again. A public multiple overstates what a private middle-market company will fetch. The change in that multiple is the useful part.
Private Marks Lag Public Prices
When public software stocks fell nearly 30% in February 2026, private software marks fell about 8% through March. A model built on recent private deals inherits that lag, and the gap shows up later as multiple compression at exit.
Rebuild the Comp Set From the Buyer List
The comparable set in a sale process is chosen by the seller’s banker, and it is chosen to support the asking price. Build your own from the buyers who could actually own this company in the exit year: the sponsors that buy at this size, and the strategics whose products it fits. Their trading multiples and their own deals are the comp set that matters.
Watch the Signals Before the Price
The early signals are often outside the share price. I trade US-listed equities, and the signals I watch most are credit spreads, capital spending against cash flow, and rules or permits that can stop a business from growing. When those turn for a sector, multiples tend to follow, in public markets first and private deals later. The box below shows a recent case.
A monthly check catches most of this. From signing, track the forward multiples and credit spreads of the comparable set every month. If the set derates by a fifth and the model has not moved, the model is the outlier.
Exhibit 5 · Dated example · As of November 2026
Public prices move first


AI infrastructure, October 2026. The signals turned together. Bonds of one AI cloud provider yielded more than 16%. Spending on data centers was running ahead of the cash it produced. Local resistance to new data centers had become bipartisan. Public AI stocks repriced from mid-October, while private AI companies were still raising most of the venture money in the market. For a sponsor planning to sell an AI-exposed company in a few years, that was the direction signal.
Sources: Bain & Company, citing MSCI; Forbes; Grist. Examples in this box are refreshed as newer ones arrive.
Public markets tell you which way the multiple is moving long before a private buyer does.
How Is a Multiple Earned, and How Is It Lost?
A company earns a higher multiple by moving into a larger, better-funded group of buyers, and it loses turns on anything the next buyer’s diligence can find and price.
The Only Multiple Expansion You Can Underwrite
There is one kind of multiple expansion a buyer can underwrite: a change in who can buy the company. When a business grows, organically or through add-on acquisitions, past the minimum size that larger sponsors and strategic buyers look at, it starts to capture part of the one to two turn gap between smaller and larger deals. Any other expansion in a model is a bet on the market.
What Earns Turns and What Loses Them
From the operating side, these are the things that earn turns or lose them.
Exhibit 6
Turns earned, turns lost
Earns turns
Loses turns
Earns turns: Revenue spread across customers, with none the buyer would fear losing
Loses turns: One customer the buyer cannot afford to lose
Earns turns: Contracted or recurring revenue
Loses turns: Revenue that has to be won again every year
Earns turns: Price increases already visible in trailing results
Loses turns: Price increases still in the plan
Earns turns: Capex spent on schedule, with records a buyer can check
Loses turns: Deferred maintenance the buyer’s engineers will find
Earns turns: A bench below the CEO that can run the plan
Loses turns: A plan that depends on one person
Earns turns: A monthly close and KPI pack the buyer can trust
Loses turns: Numbers that change between drafts
Source: Arete Ventures.
Deferred maintenance deserves its own line. I have run plants, and it is the first thing an operating buyer looks for. Equipment that was due for overhaul two years ago shows up in the buyer’s engineering report, then in its capex plan, and then in a lower price. A seller who spent the money on schedule, and kept the records, keeps those turns.
Will AI Change the Multiple the Next Buyer Pays?
For many businesses, yes, because the buyer at exit will price how much of the company’s revenue AI can replace or reprice by the time it owns the business.
The exposed revenue is revenue priced on labor. Hourly billing, per-seat software and work that software agents can do all carry substitution risk. The buyer will price that risk in the year it buys, which is years after you sign. A diligence question that only asks how the company uses AI today misses the question that sets the exit price.
AI rarely changes which multiple a company earns. When Fortune compared them in 2025, public outsourcing firms that had put generative AI to work, such as Concentrix, Genpact and Infosys, traded at about 5 to 23 times EBITDA, while software companies traded at 22 to 92 times. AI usually lifts a services firm’s margin. It rarely turns a services firm into a software company, so an exit model should not assume it will.
AI is the technology shift of this cycle, and the next shift will raise the same question in a different form: what can replace this revenue by the year we sell? For AI-native companies, our piece on deep tech due diligence sets out the metrics that decide revenue.
What Should a Buyer Do When the Multiple Fails the Test?
Reprice or restructure the deal before signing, and walk away when neither closes the gap, because a gap that is only noted in the investment memo stays with the fund.
From our work
0.3x
Defensible exit multiple, cut after testing against public comparables
Change the Price
On a $270 million industrial technology deal, our test against public comparables cut the defensible exit multiple by 0.3 turns. That meant $16 million less implied exit value and 50 basis points off the underwritten IRR. We set out the gap before signing, while it could still change the price.
Implied exit value
$16 million lower
Underwritten IRR
50 basis points lower
Change the Terms
Seller rollover ties the seller to the multiple it is asking for, because it shares the exit. An earn-out works when it is tied to the metric that drives the exit multiple, such as recurring revenue or customer mix. Seller notes and closing conditions can cover the rest of the gap.
Walk Away
Sometimes the honest answer is that no next buyer will pay the price the deal needs. Saying so before signing is cheaper than finding out in year seven.
Exhibit 7
Two models on one page


Source: Arete Ventures.
Take this with you
Put This Paragraph in Your Next IC Memo
“Our exit multiple assumption is [x] times, on a sale to a [sponsor / strategic / continuation vehicle] in year [n]. At [debt] times EBITDA, a [cost]% debt cost and a [target] times return, that buyer’s ceiling is [y] times, assuming it leaves [g]% growth for the next owner. The ceiling gap is [x minus y] turns, worth $[ ] of equity and [ ] basis points of IRR. Public comparables for that buyer set are moving [up / down] at [pace]. We close the gap by [price / rollover / earn-out / conditions], or we pass.”
Fill the brackets from Exhibit 4 and the five steps above.
What Should Investment Committees, LPs and Boards Ask?
Each group should ask for the next buyer by name, its ceiling, and what happens to the return if the exit comes two years late.
For investment committees
Which buyer, in which year, does the exit multiple assume?
What is that buyer’s ceiling at today’s debt costs, and at one point higher?
How much growth does the plan leave for that buyer?
For LPs
How far did the GP’s recent exits land from their last marks? ILPA found in April 2026 that LPs start to lose confidence once a full exit comes in more than 5% below the last mark.
What exit multiples does the GP assume across the portfolio, and what can the likely buyers afford today?
For boards
Test the exit multiple again every year, before any refinancing and before any decision to extend the hold.
How a Pre-IC Read Tests the Exit Multiple
In about four weeks, on a fixed fee, we name the likely buyer and exit year, rebuild that buyer’s model, read the public market for direction and set out the price or terms that close any gap.
The output is a short written view an investment committee can vote on:
the buyer and year the exit really depends on;
that buyer’s ceiling, with the assumptions shown;
the public market’s direction for the comparable set;
the turns at risk in diligence;
the entry price or terms that close the gap, or the case for walking away.
It is one part of our buy-side due diligence for US private equity firms. We are paid the same whether the deal closes or not.
Where Markets Stand · As of 8 November 2026
The backdrop for exits
10-year Treasury
4.86%
On 6 November, after touching 5% in late October.
Sponsor-to-sponsor
53.5%
Of US exits in Q1 2026. Continuation-fund exits: 158 in 2025.
Deal cost index
Record
Purchase multiples and financing costs combined (Bain).
Public software fell nearly 30% in February 2026; private software marks fell about 8% through March. AI infrastructure stocks repriced from mid-October 2026 as spending ran ahead of cash flow.
Frequently Asked Questions
An exit multiple is the enterprise value to EBITDA ratio at which a private equity sponsor expects to sell a portfolio company. Multiplied by exit-year EBITDA, it sets the sale price, and in most buyouts it decides more of the return than the operating plan. One turn on $40 million of EBITDA is $40 million of value.
Higher rates lower the price the next buyer can pay. Most exits go to another sponsor, which funds part of the price with debt. When that debt costs more, the sponsor can borrow less and needs a lower price to reach its target return. In our illustration, three extra points of debt cost cut the ceiling by half a turn to 1.4 turns.
Plans usually assume about five years, but many holds now run longer. About 75% of the platform buyouts made in 2021 were still held in mid-2026. A longer hold often changes the likely buyer to a continuation vehicle, and it leaves the next owner less growth, which lowers the price it can pay.
Usually, yes. Smaller private buyouts trade one to two turns below larger deals, and most public comparables are larger still. Public multiples are most useful for direction: when they fall, private exit prices tend to follow later, so a model should be adjusted before the private market catches up.
Rarely. Public outsourcing firms that have deployed generative AI still trade at services multiples, well below software companies. AI can lift a services firm’s margin, which raises its value, but buyers keep pricing it as a services business. An exit model should assume a better services multiple at most.
Before the indicative offer, while the answer can still change the price. Once a deal reaches exclusivity, the price is largely set and any gap ends up in the memo. The test takes the likely buyer, its ceiling and the public market’s direction, and turns them into an entry price or terms.
The Next-Buyer Test is a four-part check of a buyout’s exit multiple, developed by Arete Ventures. It asks who will buy the company and in which year, what that buyer can afford at its own debt cost and target return, which way public comparables are moving, and what will earn or lose turns in the buyer’s diligence. The gap between the model’s multiple and the buyer’s ceiling is priced before signing.
In a typical buyout, one turn of exit multiple moves the equity return by about 0.3 times the money invested. In our illustration, a company bought at 10 times with debt at 5 times EBITDA and 8% annual growth returns 2.26 times if it sells at 10 times, and 1.96 times if it sells at 9 times.
The next buyer’s model sets your exit price. Build it before you build yours.

Arete Ventures provides buy-side M&A advisory to US private equity and venture capital firms. Gaurav Shah sits on venture capital and private equity investment committees, spent sixteen years as an operating partner at a San Francisco private equity firm, and has traded US-listed equities and options since 2006. He is a chemical engineer who has built and run industrial plants in the US.
Testing an Exit Multiple Before an IC Vote?
Send us the model and the deal materials. We will name the buyer your exit depends on, work out what it can pay and show what any gap should do to the price or terms, usually in about four weeks. A thirty-minute call is enough to tell whether it is worth doing.
Sources
PitchBook, “Private Equity’s Exposure to the Software Reckoning,” 17 February 2026.
Thoma Bravo, “Thoma Bravo Completes Acquisition of Medallia,” 29 October 2021.
Bloomberg Law, “Blackstone-Led Creditors Take Over Ailing Software Firm Medallia,” 17 June 2026.
Grist, “Data center backlash is bipartisan,” 2026 (citing Gallup).
US 10-year Treasury yield as reported by Trading Economics, 6 November 2026.
Examples marked illustrative are hypothetical. Figures from outside sources are as of the dates shown. Arete Ventures is not a registered investment adviser, and nothing here is investment advice.