Should you accept equity instead of cash for your data?

The decision rule: cash, equity or hybrid#

The decision rule for equity versus cash is short: take cash when you need certainty, consider a hybrid when you believe in the buyer, and take equity alone only when you could write the shares off without regret. A founder who would not buy these shares with company cash should hesitate to take them in place of cash.

Whatever the payment form, negotiate the license terms as if the deal were all cash. Shares do not make broad permitted use, exclusivity or a perpetual term any cheaper to give away.

What exactly is the buyer offering?#

An equity offer for a data license can take several forms, and each sits at a different place in the buyer's capital structure. The label on the term sheet matters less than the rights attached to the instrument you would actually hold.

Ask for the capitalization table, the most recent financing documents and the exact share class you would receive. Without them you cannot compare the offer with cash, and a buyer unwilling to share them is telling you something about the shares.

• 1Common shares: paid last on a sale or liquidation, after every class of preferred stock.
• 2Preferred shares: usually carry a liquidation preference and protective provisions; ask whether you would hold the same series as cash investors or a separate one.
• 3Warrants: a right to buy shares at a set price before an expiry date, valuable only if the share price rises above that price.
• 4SAFEs or convertible notes: convert into shares at a later financing, with a valuation cap and discount deciding how many.
• 5Units in an LLC buyer: tax, voting and distribution terms differ from corporate stock.

How do you value shares in an AI startup?#

Shares in an AI startup are valued by asking what they would fetch, after preferences, if the buyer were sold or wound down, and how likely each outcome is. The price per share in the last round is a starting point, not a valuation of the class you would receive.

Preferred investors usually recover their investment before common holders receive anything, so common shares at the same headline price are worth less. Model developers also face fast competition and heavy compute costs, which widens the range of outcomes in both directions.

Your company will likely need a fair value for any equity received, for both its books and its tax return. Agree early with your accountant how that value will be supported, since one number may drive reported revenue and tax owed.

Liquidity: when could the shares turn into cash?#

Liquidity in private-company shares usually arrives only at an acquisition, an IPO or an occasional approved secondary sale, and none of those runs on a schedule. Transfer restrictions, the company's own right of first refusal on share sales and post-IPO lockups can all delay a sale further.

Ask whether you will receive information rights, what transfer restrictions apply, and whether the buyer has ever allowed a secondary sale. If your own company may be sold, consider how an acquirer would view a minority stake in a private AI company on your balance sheet. Some acquirers will want it valued, some will want it distributed out, and either path takes time.

Tax and accounting questions to settle before signing#

Tax and accounting treatment of equity received for a license should be settled before signing, because non-cash payment can create taxable income without any cash to pay the tax. When and how that income is measured depends on the instrument and on your entity type.

Revenue recognition is a separate question from tax. Accounting standards generally treat shares received for a license as part of the price, so your auditor will want to see how their fair value was set and when the license transferred. Raise these questions while the payment form can still change.

Red flags in an equity-for-data offer#

Red flags in an equity-for-data offer usually show up as an imbalance: the license you grant is fixed and broad, while the shares you receive are vague, restricted or easy to dilute. Any one of the signs below is a reason to slow down and ask for cash or tighter terms.

• 1The buyer will not share its capitalization table or its latest financing terms.
• 2Shares replace the entire fee while the license asks for exclusivity, a perpetual term or broad model rights.
• 3The number of shares is fixed but no price per share or valuation is stated, or it depends on a future round.
• 4Vesting or forfeiture is tied to the buyer's satisfaction with the records.
• 5Transfer restrictions block any sale until an IPO, with no information rights in the meantime.
• 6The license survives even if the shares are cancelled, redeemed or wiped out in a later financing.

Illustrative: a property software company weighs a hybrid#

Illustrative: a fictional vertical software company that sells maintenance scheduling software to property managers receives an offer from an early-stage model developer. The developer wants a non-exclusive license to several years of Zendesk tickets linked to Jira issues and GitHub pull requests, and offers common shares instead of a fee.

The founder requests the cap table and the latest financing terms and learns the shares would sit behind two series of preferred stock. The company's tax adviser flags that the shares would likely be treated as income at fair value on receipt. The founder counters with a cash fee that covers preparation work and counsel, plus warrants on a small block of shares, and narrows permitted use to training and evaluation of the developer's own models. The developer accepts the hybrid, and the board approves both the license and the warrant.

How SourceX fits a non-cash offer#

SourceX does not set or promise a price, and there is no SourceX price list; what a package is worth becomes clear only when a buyer engages. If a buyer proposes shares or warrants, the payment form is a commercial and investment question for the supplier, its board and its advisers to weigh.

Whatever the payment form, the license follows the same SourceX five-step transaction as any other, and the supplier signs off on the final terms. The SourceX Evidence Packet records the permitted use and release authorization, which tells your tax and valuation advisers exactly which rights the payment bought.