How Should Bankers Compare Cash, Earnouts and Rollover in an AI-Assisted Offer Matrix?

Start with a common offer vocabulary

Begin with the same columns for every proposal. Capture buyer, offer version, transaction form, stated enterprise value or purchase price, cash at closing, deferred cash, earnout, rollover equity, assumed or repaid debt, working-capital target, escrow or holdback, fees, and conditions to closing. Label each figure as stated, calculated, conditional, or missing. Do not place a seller’s cash proceeds beside enterprise value without identifying the bridge between them.

The matrix is a comparison aid, not a valuation conclusion. A purchase agreement may define total consideration to include amounts that are earned and due later, while the closing package separately documents cash, equity issuance, and other deliverables [1]. The banker’s job is to preserve those distinctions so the client can see why two offers with similar headline values may have different timing and risk.

Separate closing cash from adjustments

The first economic column should be cash expected at closing before seller-specific taxes and before any items that remain unresolved. The next columns should show deductions or adjustments that could change the wire amount: debt payoff, transaction expenses, working-capital adjustment, cash retained in the business, escrow, indemnity holdback, and required withholding. Use the agreement’s definitions and formula, not a generic market convention.

For each adjustment, record the source section, responsible party, measurement date, cap or collar, dispute process, and whether the amount is known, estimated, or still negotiated. If a proposal says cash is subject to a closing statement, the matrix should not silently convert the stated amount into a guaranteed proceeds figure. The IRS explains that a business sale can involve separate asset classifications and allocation of consideration, so transaction form and allocation should be sent to tax advisers rather than inferred from the offer table [3].

Make earnout value conditional and reproducible

Earnout belongs in a separate contingent consideration block. Record the metric, baseline, threshold, tier, maximum, measurement period, payment form, payment date, reporting method, accounting principles, permitted business actions, and dispute mechanism. Add a status field such as not tested, partially tested, achieved subject to certification, or paid. Keep the maximum earnout in a separate column from an illustrative or probability-weighted scenario. A maximum is not a forecast.

The mechanics can materially change the comparison. One SEC-filed agreement describes earnout statements that become final and binding before payment and allows additional consideration if a later statement establishes a higher tier [2]. It also states that the contingent right is not an equity interest and gives no assurance that milestones will be achieved [2]. Those terms show why the matrix must capture certification, timing, transferability, and settlement form instead of treating earnout as delayed cash.

For review, have the banker tie each earnout input to the latest financial model, management forecast, and draft definition. Recalculate the threshold test independently. Flag metric choices that can be affected by accounting policy, acquisitions, divestitures, integration, or changes in reporting. The model can present scenarios, but the workflow should never imply a guaranteed probability, price, or outcome.

Describe rollover as retained exposure, not cash

Rollover equity should appear in a retained-investment block, not in the cash-at-close column. Record the security class, percentage or number of units, capitalization basis, threshold or preference, dilution, governance and information rights, transfer restrictions, vesting or forfeiture terms, distribution waterfall, exit mechanics, and any financing or shareholder agreement that affects value. If the agreement gives a value at closing, preserve the stated basis and identify whether it is a negotiated value, an implied unit price, or an amount derived from a capitalization table.

An SEC-filed purchase agreement illustrates the distinction: the seller received Class D interests representing a profits interest above a threshold, while the agreement separately described cash funding and evidence of issuance [1]. A comparison should therefore show both the retained equity assumption and the rights needed to understand it. Rollover may participate in future upside, but it also carries liquidity, dilution, governance, and execution risk. It is not equivalent to cash merely because a document assigns it a value.

Use an apples-to-apples proceeds view

Create at least three views. The first is stated closing consideration, which includes only amounts identified as payable at closing after clearly defined adjustments. The second is contingent or deferred consideration, which lists earnout and deferred amounts by trigger and payment date. The third is retained equity, which shows the seller’s continuing exposure and the assumptions used to describe it. Keep these views adjacent but do not add them into one certain-proceeds number.

A simple illustrative layout might have rows for cash at closing, escrow, debt or working-capital adjustment, deferred cash, earnout by tier, and rollover by security class. The arithmetic should be visible: start with the agreement’s stated amount, subtract only documented deductions, and place each uncertain item in its own scenario column. If a number cannot be traced to a source document or an explicitly labeled assumption, leave it blank or mark it unresolved.

The matrix should also identify non-price terms that change economics. Examples include an earnout dispute period, a buyer covenant affecting measurement, a rollover veto right, a transfer restriction, financing conditions, and a closing condition that could delay payment. The goal is not to force every term into a single score. It is to make the trade-off legible for banker review and client discussion.

Add source checks before using AI

AI can extract a draft term sheet from approved documents, populate repeated fields, and identify missing terms. The source of truth should be the current signed or circulated offer, purchase agreement, schedules, capitalization table, debt payoff statement, and the banker’s controlled model. Each extracted field should retain a document name, version, section or page reference, and an accountable reviewer.

Use targeted checks: compare extracted cash to the purchase-price section; reconcile rollover units to the capitalization table; confirm earnout thresholds against definitions and schedules; test that totals do not mix enterprise value with equity value; and scan for duplicate or superseded offer versions. A pilot should stop if the system drops qualifiers, merges different versions, invents a missing value, or cannot preserve a source locator. Do not allow AI to send outreach, negotiate terms, approve disclosures, or make a recommendation without human action.

Confidentiality choices belong in the workflow. A banker should decide which documents may be processed, apply the firm’s access controls and retention rules, and use redacted or synthetic examples for testing where possible. AI output is a draft extraction and comparison aid. It does not guarantee confidentiality, privilege, accuracy, compliance, or security.

Make review ownership explicit

Assign one banker to own the matrix and one qualified reviewer to challenge the calculations and source links. Counsel should review drafting, conditions, rights, and enforceability questions. Tax advisers should review transaction form, allocation, withholding, and the seller’s circumstances. The banker can coordinate questions, but should not present the matrix as legal or tax advice.

Use a review log with four statuses: verified against source, calculated from verified inputs, assumption requiring confirmation, and unresolved. Keep a change history for offer versions. When a buyer revises the earnout or rollover terms, update the affected rows and preserve the prior version so the client can see what changed. This discipline prevents a polished table from hiding a changed definition or an untested assumption.

Turn the matrix into a client discussion

The final presentation should answer four questions for each offer: what is payable at closing, what must happen before additional value is paid, what remains invested after closing, and which terms can reduce or delay proceeds? Use plain labels and show ranges or scenarios only when the assumptions are stated. Explain that an earnout depends on its contract and measurement process, while rollover depends on the rights and capitalization of the retained security.

Acquivo is a software platform that delivers the entire sell-side M&A process, valuation, marketing materials, buyer matching, and deal management, on one platform for business owners, M&A attorneys, and boutique investment banks. In this workflow, the platform is user-operated: the banker supplies approved records, sets permissions and review steps, and remains responsible for the comparison and client communication. The intended implementation outcome is a banker-reviewed offer structure matrix separating stated cash, contingent payments and retained equity assumptions.